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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2023.1105959</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Understanding consumers&#x2019; purchase intentions of single-use plastic products</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Sun</surname><given-names>Ying</given-names></name><xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1166598/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>He</surname><given-names>Haonan</given-names></name><xref rid="aff2" ref-type="aff"><sup>2</sup></xref><xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of International Economics and Management, Beijing Technology and Business University</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Economics and Management, Chang&#x2019;An University</institution>, <addr-line>Xi'an</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by">
<p>Edited by: Hossein Shahnazi, Isfahan University of Medical Sciences, Iran</p>
</fn>
<fn id="fn0002" fn-type="edited-by">
<p>Reviewed by: Mohammad Masukujjaman, National University of Malaysia, Malaysia; Md. Aftab Uddin, University of Chittagong, Bangladesh; Zeinab Zaremohzzabieh, Universiti Putra Malaysia, Malaysia</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Haonan He, &#x02709; <email>haonanhe@chd.edu.cn</email></corresp>
<fn id="fn0003" fn-type="other">
<p>This article was submitted to Environmental Psychology, a section of the journal Frontiers in Psychology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1105959</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Sun and He.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Sun and He</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Human health and marine life are facing the hazards and threats of plastic waste. China is the world&#x2019;s largest producer and consumer of disposable plastic products, thus paying more attention to the threats and challenges of single-use plastics products in China is urgent. This study aims to explore the intention to purchase single-use plastic products based on the theory of planned behavior. Data collection using self-reported questionnaires, and 402 valid questionnaires were obtained, thus analyzed using Amos 22.0 and SPSS 18.0 software. Results indicate that attitude, perceived behavioral control, normative social influence, informational social influence, and positive anticipated emotion positively affect intention to purchase single-use plastic products. Meanwhile, positive anticipated emotion positively moderates the relationship between normative social influence and intention to purchase single-use plastic products, but negatively moderates the relationship between informational social influence and intention to purchase single-use plastic products. This research provides some theoretical and policy implications to help relevant agencies design targeted interventions to address environmental issues related to single-use plastic consumption.</p>
</abstract>
<kwd-group>
<kwd>theory of planned behavior</kwd>
<kwd>normative social influence</kwd>
<kwd>informational social influence</kwd>
<kwd>positive anticipated emotion</kwd>
<kwd>intention to purchase single-use plastic products</kwd>
</kwd-group>
<contract-num rid="cn1">s</contract-num>
<contract-num rid="cn3">22YJC630122</contract-num>
<contract-sponsor id="cn1">National Social Science Foundation of China</contract-sponsor>
<contract-sponsor id="cn2">the Humanity and Social Science Youth Foundation</contract-sponsor>
<contract-sponsor id="cn3">Ministry of Education of China<named-content content-type="fundref-id">10.13039/501100002338</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="58"/>
<page-count count="13"/>
<word-count count="9855"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p><xref ref-type="bibr" rid="ref9">Borrelle et al. (2020)</xref> indicate that up to 23 million tons of plastic waste enter the environment each year. It is urgent for all parties to jointly explore global plastic pollution control methods and jointly protect their homes (<xref ref-type="bibr" rid="ref24">Kautish et al., 2021</xref>; <xref ref-type="bibr" rid="ref29">Luo et al., 2021</xref>). Making plastic products requires a lot of energy. They are composed of petroleum-derived substances and may take up to 200&#x2009;years to degrade. In addition, the vast majority of single-use plastic products, such as plastic bags, are discarded as waste after one use, and their average usage time does not exceed 20&#x2009;min (<xref ref-type="bibr" rid="ref56">Zambrano-Monserrate and Ruano, 2020</xref>; <xref ref-type="bibr" rid="ref8">Borg et al., 2022</xref>). After entering the natural environment, plastic products are difficult to be broken down by sunlight or microorganisms. Although most countries have issued plastic ban orders, plastic pollution is still regarded as an environmental disaster, threatening the survival and development of human beings. In this century, oceans all over the world are affected by plastic garbage, and there are approximately 46,000 pieces of plastic per square kilometer. These figures are alarming, and if the pattern of consumption and waste management does not change, about 12 billion tons of plastic waste will be generated by 2050 (<xref ref-type="bibr" rid="ref47">UN, 2018</xref>).</p>
<p>Single-use plastic products are a general term for plastic products for production and life that are processed with plastic as the main raw material and are not intended for repeated use (<xref ref-type="bibr" rid="ref11">Chen et al., 2021</xref>). They are widely used around the world because of their light weight and corrosion resistance. China is the world&#x2019;s largest producer and consumer of disposable plastic products (<xref ref-type="bibr" rid="ref50">Wang and Li, 2021</xref>). The <italic>per capita</italic> consumption of disposable plastic products exceeds 25 kilograms per year, which is twice the global average. China faces challenges in regulating plastic production, consumption, and back-end processing. The situation is more serious. Therefore, it is more urgent to pay attention to the purchase and use behavior of single-use plastic products in the context of China. Research on the purchase of single-use plastic products in China has gradually increased, but is still relatively small.</p>
<p>Consumers play a vital role since they are the ultimate driver of plastic production and consumption. By guiding consumers&#x2019; consumption behavior, it can effectively decrease the proportion of sustainable, environmentally friendly, and socially responsible consumption, and provide solutions for reducing and eliminating plastic pollution (<xref ref-type="bibr" rid="ref56">Zambrano-Monserrate and Ruano, 2020</xref>). Previous scholars have carried out preliminary explorations on the determinants of consumers&#x2019; intention to purchase single-use plastic products. The existing literature on consumer behavior to solve the problem of plastic pollution mostly focuses on cognitive factors, such as consumers&#x2019; awareness of plastic pollution, and attitudes toward environmentally friendly behaviors (<xref ref-type="bibr" rid="ref34">Ohtomo and Ohnuma, 2014</xref>; <xref ref-type="bibr" rid="ref56">Zambrano-Monserrate and Ruano, 2020</xref>; <xref ref-type="bibr" rid="ref35">Pham et al., 2021</xref>).</p>
<p>According to <xref ref-type="bibr" rid="ref30">Montano and Kasprzyk (2015)</xref>, academics have used various models to study consumers&#x2019; environmental behavior. Norm activation model (NAM), theory of reasoned action (TRA) and theory of planned behavior theory (TPB) are all widely used frameworks (<xref ref-type="bibr" rid="ref2">Ajzen, 1991</xref>). However, because NAM ignores external factors and only focuses on internal factors, it has been criticized by scholars (<xref ref-type="bibr" rid="ref40">Shi et al., 2017</xref>). TRA is used to predict the intentions and behaviors of individuals in daily life, but because the assumptions of the model are perfectly rational, it has also been criticized by many researchers. Compared with previous theories, TPB takes into account both non-volitional factors and external factors, such as perceived behavioral control in non-volitional factors and subjective norm in external factors. Therefore, it is reasonable to choose TPB as the basic theory of this study to explore consumers&#x2019; purchase intention behavior for single-use plastic products (<xref ref-type="bibr" rid="ref53">Wang et al., 2020</xref>; <xref ref-type="bibr" rid="ref6">Aruta, 2022</xref>). Moreover, many researchers believe that in order to improve the explanatory power of the TPB model, additional factors can be added according to different situations (<xref ref-type="bibr" rid="ref40">Shi et al., 2017</xref>; <xref ref-type="bibr" rid="ref42">Sun et al., 2021</xref>).</p>
<p>In addition, consumers are not always rational in their decision-making process, they often mix the influence of emotions in their decision-making (<xref ref-type="bibr" rid="ref51">Wang et al., 2018</xref>). Emotions are not only an important way for us to express feelings, but also information, special information that characterizes various complex social relationships (<xref ref-type="bibr" rid="ref4">Armon-Jones, 1986</xref>; <xref ref-type="bibr" rid="ref41">Sui and Li, 2020</xref>). In interpersonal communication, people often express their emotions, but also need to interpret the emotions of others. Individual emotions not only affect themselves, but also affect others, so emotions have social effects. Hence, under the discussion of opposing the environment-friendly behavior of buying single-use plastic products, consumers&#x2019; subjective norms will also be affected by consumers&#x2019; emotions. From this perspective, emotions are also social, and a complete explanation of their adaptive utility needs to understand their mutual influence on interaction partners. Therefore, we study consumers&#x2019; purchase behaviors of single-use plastic products from the perspective of social research, and also introduce the variable of consumer emotion.</p>
<p>This study considers the decision-making process of cognitive and emotional factors in the purchase and purchase behaviors of single-use plastic products. Overall, this research has some contributions. Firstly, this research considered emotional factors besides cognitive factors, and also considered the interaction with emotional factors in the context of social research, which enriched the application of planned behavior theory in the context of purchasing single-use plastic products. Emotional factors and their interaction with subjective norms are combined into TPB to understand consumers&#x2019; pro-environment behavior, which enriches the understanding of consumers&#x2019; behavior of not purchasing single-use plastic products. Secondly, the rationality of TPB in the field of green behavior has been verified. It is proposed that attitude, subjective norms, and perceived behavioral control are directly proportional to consumers&#x2019; intentions. However, the three variables in TPB lack detailed classification and are relatively general. This research mainly considers social research and divides subjective norms into two categories. The conclusion has a more specific guiding role for decision-makers, manufacturers, and consumers.</p>
<p>After literature review, there are two research gaps as follows. First of all, although it is very urgent to understand the purchase and use factors of disposable products in the context of Chinese culture, compared with developed countries, less attention has been paid to this topic, and more articles are needed to deepen the discussion. Second, although the independent effects of these psychological factors, such as subjective norms and emotion, have been previously studied, how they interact with each other to influence single-use plastic products has not been sufficiently discussed. This study aims to analyze the interaction between subjective norms and positive anticipated emotions to explain the intentions to purchase single-use plastic products. In order to solve the knowledge gap, this paper studies the interaction between subjective norms and positive anticipated emotions on purchase intentions by analyzing the results of a questionnaire survey. Finally, the findings and policy implications will be discussed.</p>
</sec>
<sec id="sec2">
<label>2.</label>
<title>Theoretical framework and hypotheses</title>
<sec id="sec3">
<label>2.1.</label>
<title>Literature review</title>
<p>Existing literature on the reduction of single-use plastic consumption behavior is mainly carried out from two perspectives: policy-oriented perspective and psychological-oriented perspective.</p>
<p>The most common policy-oriented perspective is bans on plastic items, most commonly plastic bags (<xref ref-type="bibr" rid="ref31">Nielsen et al., 2019</xref>; <xref ref-type="bibr" rid="ref1">Adeyanju et al., 2021</xref>). <xref ref-type="bibr" rid="ref49">Wagner (2020)</xref> mentions policy approaches such as &#x2018;command and control&#x2019; to reduce single-use plastic consumption in the context of expanded polystyrene tableware. Economic policies such as fees/taxes on particular items or financial incentives can promote the reduction of single-use plastic consumption behavior (<xref ref-type="bibr" rid="ref45">Thomas et al., 2016</xref>). However, many studies have shown that the effect of these measures is not as good as imagined, because the assumption of a rational person will be influenced by social factors such as habits and emotions (<xref ref-type="bibr" rid="ref36">Rivers et al., 2017</xref>; <xref ref-type="bibr" rid="ref29">Luo et al., 2021</xref>). Scholars from the perspective of psychological-oriented perspective believe that the consumption behavior of disposable plastic products is affected by psychological factors such as attitudes, emotions, and environmental awareness (<xref ref-type="bibr" rid="ref44">Sun et al., 2017</xref>; <xref ref-type="bibr" rid="ref22">Heidbreder et al., 2019</xref>). They believe that it is effective to achieve the ultimate goal of sustainable development by emphasizing some psychological factors (such as attitude, convenience, social norms and reducing the inertia of purchasing plastic products). This study believes that disposable plastic consumption is caused by consumers&#x2019; daily behaviors, so it seems more reasonable to study disposable plastic consumption behavior from the perspective of psychological orientation.</p>
<p>In developing countries, especially in the context of China, there is a greater urgency to reduce single-use plastic products, and there are more and more studies focusing on such behaviors, but still relatively few. For example, <xref ref-type="bibr" rid="ref44">Sun et al. (2017)</xref>&#x2019;s study is mainly based on the theory of planned behavior, adding three variables of convenience, environmental concern, and ethical belief to discuss the willingness to use plastic bags.</p>
<p>Based on the above-mentioned literature review, understanding the purchase and use factors of single-use plastic products can better reduce such behaviors in a targeted manner, especially in the Chinese cultural background, but compared with developed countries, the attention paid to this topic is still less. More articles are needed to deepen the discussion. Second, while the independent effects of these psychological factors on subjective norms and emotion have been studied previously, how they interact with each other to influence single-use plastics has been largely ignored. In fact, existing literature has demonstrated the interaction between psychological factors in some other pro-environmental theme situations (e.g., <xref ref-type="bibr" rid="ref35">Pham et al., 2021</xref>). However, psychological factors, especially the interaction of emotional and social factors, have not been sufficiently explored in the context of reducing single-use plastics. <xref rid="tab1" ref-type="table">Table 1</xref> shows selected studies on single-use plastic consumption.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Selected studies on single-use plastic consumption.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Title</th>
<th align="left" valign="top">Country</th>
<th align="left" valign="top">Key findings</th>
<th align="left" valign="top">Author (Year)</th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">The synergistic impact of motivations on sustained pro-environmental consumer behaviors: an empirical evidence for single-use plastic products</td>
<td align="left" valign="top">Vietnam</td>
<td align="left" valign="top">Intrinsic and prosocial motivations are found to be significant predictors of sustained PECB.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref35">Pham et al. (2021)</xref>
</td>
<td align="left" valign="top" rowspan="3">Psychological-oriented perspective</td>
</tr>
<tr>
<td align="left" valign="top">Understanding consumers&#x2019; intention to use plastic bags: using an extended theory of planned behavior model</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">The extension is implemented by adding three variables: convenience, environmental concern and ethical belief.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref44">Sun et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Why Do Consumers Switch to Biodegradable Plastic Consumption? The Effect of Push, Pull, and Mooring on the Plastic Consumption Intention of Young Consumers</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">This study investigates the push factors, including environmental threats, knowledge, and the strict regulative environment; pull factors, including alternative attractiveness and normative environment; and mooring factors, such as cost switching and self-efficacy.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref01">Gao and Shao (2022)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">The Welsh single-use carrier bag charge and behavioral spillover</td>
<td align="left" valign="top">Welsh</td>
<td align="left" valign="top">A Single-Use Carrier Bag Charge (SUCBC) requires bags to be sold for a small fee, instead of free of charge.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref45">Thomas et al. (2016)</xref>
</td>
<td align="left" valign="top" rowspan="5">Policy-oriented perspective</td>
</tr>
<tr>
<td align="left" valign="top">Policy instruments to reduce consumption of expanded polystyrene food service ware in the USA</td>
<td align="left" valign="top">USA</td>
<td>Reducing single-use plastic shopping bags in the USA</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref49">Wagner (2020)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Plastic bag usage and the policies: A case study of China.</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">Results show a boomerang effect of the pricing policy (i.e., charging for plastic carrier bags) in China.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref50">Wang and Li (2021)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Tackling the plastic problem: a review on perceptions, behaviors, and interventions.</td>
<td align="left" valign="top">None</td>
<td align="left" valign="top">Economic policies such as fees, levies, and taxes were the more common policy instrument to reduce the use of single-use plastics.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref22">Heidbreder et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Effectiveness of intervention on behavior change against use of non-biodegradable plastic bags: a systematic review.</td>
<td align="left" valign="top">None</td>
<td align="left" valign="top">A combination of bans and fees/taxes was more common than either policy alone.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref1">Adeyanju et al. (2021)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Basic variables in TPB</title>
<p>TPB is one of the most frequently cited models used to understand the determinants of individuals&#x2019; social behaviors (<xref ref-type="bibr" rid="ref2">Ajzen, 1991</xref>). TPB is frequently used for researches on green consumer behavior, such as organic food purchase behavior (<xref ref-type="bibr" rid="ref48">Vabo and Hansen, 2016</xref>; <xref ref-type="bibr" rid="ref7">Ashraf et al., 2018</xref>) and green purchase behavior (<xref ref-type="bibr" rid="ref38">Ruangkanjanases et al., 2020</xref>; <xref ref-type="bibr" rid="ref57">Zaremohzzabieh et al., 2020</xref>; <xref ref-type="bibr" rid="ref58">Zhang and Luo, 2021</xref>). Attitude toward behavior, perceived behavioral control, and subjective norms determine intention, and intention directly determines behavior according to TPB (<xref ref-type="bibr" rid="ref2">Ajzen, 1991</xref>). Attitude means individuals&#x2019; evaluation of certain behaviors, which can be positive or negative (<xref ref-type="bibr" rid="ref55">Yadav and Pathak, 2016</xref>; <xref ref-type="bibr" rid="ref42">Sun et al., 2021</xref>). Individuals&#x2019; intentions to participate the certain behaviors when they have positive attitudes toward behaviors, and vice versa. Perceived behavioral control means the perceived degree of difficulty of conducting certain behaviors (<xref ref-type="bibr" rid="ref51">Wang et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Dangelico et al., 2021</xref>). Individuals are willing to perform actions they consider easy to perform. Behavioral intentions also depend on perceived behavioral control (PBC), reflecting the degree to which individuals feel that it is easy or difficult to perform behaviors under given conditions.</p>
<p>Based on TPB, in the context of purchasing single-use plastic products, it can be inferred that if consumers have positive attitudes, a sufficient level of control (i.e., sufficient ability, ample time, and available opportunities), they will purchase single-use plastic products. It is easy to implement the behavior of purchasing single-use plastic products, and consumers&#x2019; intentions will increase. In this study, attitudes and perceived behavioral control were regarded as positive predictors of consumers&#x2019; intentions to purchase single-use plastic products. Therefore, we assume:</p>
<disp-quote>
<p><italic>H1</italic>: Attitude positively influences intentions to purchase single-use plastic products.</p>
</disp-quote>
<disp-quote>
<p><italic>H2</italic>: Perceived behavioral control (PBC) positively influences intentions to purchase single-use plastic products.</p>
</disp-quote>
<p>Subjective norms are regarded as the third influencing factor of behavioral intention. It is also a very important factor in Chinese collectivist culture. Consumers are social people, and their consumption behavior is largely influenced by other people (<xref ref-type="bibr" rid="ref43">Sun and Wang, 2019</xref>). Individuals are always embedded in the social network, and individuals&#x2019; green consumption behavior decisions will inevitably be influenced by the social network. Researches have shown that the behavioral decisions of a certain subject will be affected by the behavior of other subjects in the group (<xref ref-type="bibr" rid="ref15">Dangelico et al., 2021</xref>). Similarly, when individual consumers make decisions about green consumption behavior, they will not only be affected by factors such as their own psychology, cognition, and product attributes, but will also be largely affected by other individuals (or entire groups) in the network.</p>
<p>Within the framework of the TPB, subjective norms are the individuals perceive the social pressure of important others, which in some way have significant impact on consumers&#x2019; behavior (<xref ref-type="bibr" rid="ref43">Sun and Wang, 2019</xref>; <xref ref-type="bibr" rid="ref15">Dangelico et al., 2021</xref>). Subjective norms indicate that individuals are willing to follow the expectations or opinions of important others (i.e., family, relatives, or friends). Based on previous literature, we subdivide the subjective norms into normative social influence (NSI) and informational social influence (ISI) (<xref ref-type="bibr" rid="ref10">Burnkrant and Alain, 1975</xref>; <xref ref-type="bibr" rid="ref53">Wang et al., 2020</xref>). Normative social influence means the tendency of individuals to obey the expectations of others (<xref ref-type="bibr" rid="ref37">Ru et al., 2019</xref>). It means normative social influence is the behavior that needs to be consistent with the expectations of important people and expected to be loved or accepted by important people. Consumers are more willing to purchase the same commodity with the influential others. Informational social influence refers to that individuals who tend to accord with the opinions or suggestions of important others in view of the information they get (<xref ref-type="bibr" rid="ref27">Kuan et al., 2014</xref>). Thus, if the important reference personnel around the consumer talk about the damage to the environment caused by the white pollution caused by takeaway, the consumer&#x2019;s intention not to purchase single-use plastic products will increase (<xref ref-type="bibr" rid="ref12">Chen et al., 2018</xref>).</p>
<p>Refusing to purchase single-use plastic products is beneficial to environmental protection and has obvious externalities. In the context of single-use plastic products, it can be inferred that if the consumers consider important others (such as friends or relatives) advise them to reduce the purchase behaviors, their intentions not to purchase single-use plastic products will increase. In this study, NSI and ISI were seen as positive predictors of purchase intentions of single-use plastic products.</p>
<p>Therefore, we assume that:</p>
<disp-quote>
<p><italic>H3</italic>: Normative social influence positively affects consumers&#x2019; intentions to purchase single-use plastic products.</p>
</disp-quote>
<disp-quote>
<p><italic>H4</italic>: Informational social influence positively affects consumers&#x2019; intentions to purchase single-use plastic products.</p>
</disp-quote>
</sec>
<sec id="sec5">
<label>2.3.</label>
<title>Emotional factors</title>
<p>Although TPB has a good predictive ability for pro-environment behavior, TPB theory believes that individual behavior largely depends on the rational choice of individual cognitive factors. According to <xref ref-type="bibr" rid="ref23">Kals et al. (1999)</xref>, in a sense, an individual&#x2019;s pro-environmental behavior cannot be regarded as the result of a completely rational choice. Many behaviors are also influenced by individual positive anticipated emotions, that is non-cognitive emotional factors like personal emotions, also play an important role in them. Emotions are feelings (such as negative or positive) to events or problems (<xref ref-type="bibr" rid="ref39">Russell et al., 2017</xref>). A person is more likely to be involved in an event when he expresses positive expectations about the event or issue, otherwise, he is more likely to not be involved or care about the event. Positive anticipated emotion means the positive mental state in the implementation of a certain behavior (such as anti-plastic product purchase behavior) in this study. <xref ref-type="bibr" rid="ref19">Han and Hyun (2018)</xref> pointed out that positive anticipated emotions include expected pride, excitement, and self-confidence, and they first indicate the importance of a problem or event, and thus provide stimulation for behavior. People know that positive expectations play an important role in the implementation of pro-environmental behaviors based on the theory of interpersonal behavior (<xref ref-type="bibr" rid="ref39">Russell et al., 2017</xref>). Previous research has shown that there is a certain relationship between positive expectations and pro-environmental behavior (<xref ref-type="bibr" rid="ref54">Webb et al., 2013</xref>). Thus, in the context of purchasing single-use plastic products, it can be inferred that when consumers think that it is good for the environment not to purchase single-use plastic products in daily life, and show positive anticipated emotion toward anti-plastic products, they are more inclined to not purchase single-use plastic products. Moreover, affective events theory also confirms our conjecture. The theory believes that positive anticipated emotion provides motivation for behaviors, and thus directly affects actual behavior (<xref ref-type="bibr" rid="ref19">Han and Hyun, 2018</xref>; <xref ref-type="bibr" rid="ref51">Wang et al., 2018</xref>). Therefore, this study hypothesizes that positive anticipated emotion directly influences on household anti-plastic plastic product purchase behavior, and we assume that consumers with higher positive anticipated emotion tend to not carry out actual purchase behaviors of single-use plastic products.</p>
<p><italic>H5</italic>: Positive anticipated emotion negatively influences consumers&#x2019; intentions to single-use plastic products.</p>
</sec>
<sec id="sec6">
<label>2.4.</label>
<title>Interaction effect of subjective norms and emotion</title>
<p>Environmental behaviors, such as choosing single-use plastic products, have positive externalities, so they will be influenced by society. Personal important relationships (such as relatives and friends) are the main source of this social influence (<xref ref-type="bibr" rid="ref46">Thomas and Sharp, 2013</xref>). Subjective norms reflect the personal perception of these important relationships that people think they should or should not perform specific behaviors. And this subjective norm will be affected by emotions, because social constructivism puts emotions and other psychological phenomena in social relations to investigate, and believes that emotions are the product of interpersonal interaction (<xref ref-type="bibr" rid="ref4">Armon-Jones, 1986</xref>; <xref ref-type="bibr" rid="ref41">Sui and Li, 2020</xref>). Thus, emotions can help people coordinate interpersonal communication and maintain good social relationships by providing information about others. Therefore, subjective norms may interact with emotions, and their interaction effects may affect behavioral intentions. In this study, we divide subjective norms into NSI and ISI (<xref ref-type="bibr" rid="ref10">Burnkrant and Alain, 1975</xref>; <xref ref-type="bibr" rid="ref53">Wang et al., 2020</xref>). Normative social influence is the behavior that needs to be consistent with the expectations of important people and expected to be loved or accepted by important people (<xref ref-type="bibr" rid="ref28">Li, 2013</xref>). People accept the influence of people they think are important to them as evidence of consistency with other people&#x2019;s beliefs, and this degree of consistency will be more pronounced when individuals have positive anticipated emotions. If people can realize that important people are participating in this environmental behavior without purchasing single-use plastic products, and when consumers have higher positive anticipated emotions, people will more voluntarily accept the influence of others through a sense of identity to maintain a good relationship with others. On the contrary, if an individual realizes that important persons are participating in nonenvironmental behaviors, but he has a positive anticipated emotion of environmental behaviors, then this emotion will increase his/her intention to adopt environmental behaviors and eventually weaken his/her intention to behave in line with important relationships. Thus, when an individual is affirmed by an important person, his/her positive anticipated emotions will make him/her more willing to choose anti-plastic products behavioral decisions that are inconsistent with others.</p>
<p>Informational social influence means that individuals tend to accord with the opinions of others based on the information they get (<xref ref-type="bibr" rid="ref33">Nolan et al., 2008</xref>). When an individual receives anti-environmental information from an important person, the self-confidence and excitement generated by positive anticipated emotions will make consumers more self-confident and believe in their own decisions. This positive anticipated emotion will strengthen the concept of self and weaken the received information from others. Therefore, positive anticipated emotions will negatively moderate the informational social influence to purchase intentions of single-use plastic products.</p>
<p><italic>H6</italic>: The interaction of normative social influence and positive anticipated emotion will negatively influence purchase intentions of single-use plastic products.</p>
<p><italic>H7</italic>: The interaction of informational social influence and positive anticipated emotion will negatively influence purchase intentions of single-use plastic products.</p>
<p>The research framework shown in <xref rid="fig1" ref-type="fig">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Research framework.</p>
</caption>
<graphic xlink:href="fpsyg-14-1105959-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="sec7" sec-type="methods">
<label>3.</label>
<title>Methodology</title>
<sec id="sec8">
<label>3.1.</label>
<title>Sample and data collection</title>
<p>The research team used questionaries survey to collect data online because of the epidemic. The questionnaire is published on &#x201C;Survey Star&#x201D; survey website, and the collection period is from mid-September to mid-October 2020 in China. The website has a powerful sample library, and the sample requirements can be specified according to the research theme and background when conducting research. Therefore, more data can be collected from different groups and individuals, making the sample more representative. The researchers conducted a random survey from the list of members of the &#x201C;Survey Star&#x201D; and finally extracted 600 samples. By forwarding the questionnaire link online, it is distributed randomly to consumers across the country. This not only expands the scope of personnel distribution of the questionnaire, but also collects information on personnel from different social classes, improving the universality and representativeness of the sample data. The participants who studied this survey were Chinese citizens over the age of 18 and all had supermarket shopping experience. This sample is similar to previous research samples on related topics, which also shows that the sample is representative (<xref ref-type="bibr" rid="ref44">Sun et al., 2017</xref>; <xref ref-type="bibr" rid="ref29">Luo et al., 2021</xref>). In order to avoid data discrepancies, respondents were told that the answers were anonymous and strictly confidential. In addition, there was no standard answer. In order to increase the response rate, respondents were told that they would receive 40 yuan as a reward after completing the questionnaire survey. In order to improve the response rate of the questionnaire, respondents will receive 40 yuan as a reward when they complete the questionnaires.</p>
<p>In the end, the researchers received a total of 566 completed questionnaires, and then eliminated singular values and missing values. There were 402 valid questionnaires in the end, and the recovery rate was 71.02% (402/566). The demographics of the respondents in this study are shown in <xref rid="tab2" ref-type="table">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Demographic data of respondents.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Demographics</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percentage (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="3">Gender</td>
</tr>
<tr>
<td align="left" valign="top">1. Male</td>
<td align="center" valign="top">199</td>
<td align="char" valign="top" char=".">49.50%</td>
</tr>
<tr>
<td align="left" valign="top">2. Female</td>
<td align="center" valign="top">203</td>
<td align="char" valign="top" char=".">50.50%</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Age</td>
</tr>
<tr>
<td align="left" valign="top">1. 18&#x2013;30</td>
<td align="center" valign="top">299</td>
<td align="char" valign="top" char=".">74.38%</td>
</tr>
<tr>
<td align="left" valign="top">2. 31&#x2013;40</td>
<td align="center" valign="top">44</td>
<td align="char" valign="top" char=".">10.95%</td>
</tr>
<tr>
<td align="left" valign="top">3. 41&#x2013;50</td>
<td align="center" valign="top">42</td>
<td align="char" valign="top" char=".">10.45%</td>
</tr>
<tr>
<td align="left" valign="top">4. 51 and over</td>
<td align="center" valign="top">17</td>
<td align="char" valign="top" char=".">4.23%</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Education level</td>
</tr>
<tr>
<td align="left" valign="top">1. Senior middle school</td>
<td align="center" valign="top">25</td>
<td align="char" valign="top" char=".">6.22%</td>
</tr>
<tr>
<td align="left" valign="top">2. Junior college or university</td>
<td align="center" valign="top">245</td>
<td align="char" valign="top" char=".">60.95%</td>
</tr>
<tr>
<td align="left" valign="top">3. Master&#x2019;s degree or above</td>
<td align="center" valign="top">132</td>
<td align="char" valign="top" char=".">32.84%</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Income (average monthly)</td>
</tr>
<tr>
<td align="left" valign="top">1. Less than &#x00A5;4,000 ($625)</td>
<td align="center" valign="top">143</td>
<td align="char" valign="top" char=".">35.57%</td>
</tr>
<tr>
<td align="left" valign="top">2.&#x00A5;4,000&#x2013;&#x00A5;8,000 ($625&#x2013;$1,250)</td>
<td align="center" valign="top">137</td>
<td align="char" valign="top" char=".">34.08%</td>
</tr>
<tr>
<td align="left" valign="top">3. &#x00A5;8,000&#x2013;&#x00A5;12,000 ($1,250&#x2013;$1,876)</td>
<td align="center" valign="top">63</td>
<td align="char" valign="top" char=".">15.67%</td>
</tr>
<tr>
<td align="left" valign="top">4. More than &#x00A5;12,000 ($1,876)</td>
<td align="center" valign="top">59</td>
<td align="char" valign="top" char=".">14.68%</td>
</tr>
<tr>
<td align="left" valign="top">Total</td>
<td align="center" valign="top">402</td>
<td align="char" valign="top" char=".">100%</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Furthermore, a t-test was performed to test potential no-response bias. Research team take the samples that return the complete questionnaire within 10&#x2009;days as the early responses and the samples that return the complete questionnaire within the past 10&#x2009;days as the late responses (<xref ref-type="bibr" rid="ref5">Armstrong and Overton, 1977</xref>), and conduct a t-test to compare early responses and late responses. The results showed that the responses of the two groups were not significantly different at the 0.05 level. Therefore, it can be inferred that there is no main problem of non-response bias.</p>
</sec>
<sec id="sec9">
<label>3.2.</label>
<title>Questionnaire design and measures</title>
<p>Data collection using self-reported questionnaires. After completing the questionnaire design, the research team interviewed 7 scholars who opposed the purchase of single-use plastic products to solicit opinions on the questionnaire. Some minor changes were made to the questionnaire based on their feedbacks. Subsequently, the research team distributed 40 questionnaires for pilot surveys. According to the suggestions and feedback of the pilot survey, the questionnaire was revised and improved to facilitate the follow-up survey.</p>
<p>In this study, a multi-item scale measures the constructs because the constructs are latent variables. All items in the scale are adapted from previous researches. Some items are modified to adapt to the background of the purchase of single-use plastic products in this study. The research team used the Likert 7-point scale to measure all the items, and the respondents asked to score the items, ranging from &#x201C;very disagree&#x201D; to &#x201C;very disagree.&#x201D; The measurement scale of attitude, perceived behavioral control, and intentions to purchase single-use plastic products contained seven items were drawn from the research of <xref ref-type="bibr" rid="ref25">Kim et al. (2013)</xref>, <xref ref-type="bibr" rid="ref13">Chen and Tung (2014)</xref>, and <xref ref-type="bibr" rid="ref44">Sun et al. (2017)</xref>. The measurement scale of NSI and ISI contained six items was drawn from the research of <xref ref-type="bibr" rid="ref10">Burnkrant and Alain (1975)</xref> and <xref ref-type="bibr" rid="ref53">Wang et al. (2020)</xref>. The measurement scale of positive anticipated emotion contained three items was drawn from the research of <xref ref-type="bibr" rid="ref14">Cheung et al. (2017)</xref>, <xref ref-type="bibr" rid="ref32">Nilsson et al. (2014)</xref>, and <xref ref-type="bibr" rid="ref51">Wang et al. (2018)</xref>. See <xref rid="app1" ref-type="app">Appendix A</xref> for a detailed introduction to the constructs and items.</p>
</sec>
</sec>
<sec id="sec10">
<label>4.</label>
<title>Data analysis and results</title>
<sec id="sec11">
<label>4.1.</label>
<title>Test of common method bias and normal distribution</title>
<p>In structural model analysis, the anonymity and hints of the questionnaire survey can alleviate the common method bias (CMB), but there is still a need to further evaluate the CMB. Harman&#x2019;s single-factor test was carried out to evaluate the CMB (<xref ref-type="bibr" rid="ref20">Harman, 1976</xref>). The results show that the first factor explained only 39.6% of the variance, less than 50.0% of the baseline (<xref ref-type="bibr" rid="ref20">Harman, 1976</xref>). The results show that CMB is not the main focus of this study. In addition, in order to ensure that the structural equation model (SEM) assumptions are met, a normal distribution test is required before testing the SEM. As shown in <xref rid="tab3" ref-type="table">Table 3</xref>, the absolute values of Skewness are less than 3, and the absolute values of Kurtosis are less than 10, indicating that the data deviates from the normal distribution insignificantly (<xref ref-type="bibr" rid="ref26">Kline, 1998</xref>). The VIF values were all less than 10, indicating that none of the variables in <xref rid="tab3" ref-type="table">Table 3</xref> exhibited multicollinearity (<xref ref-type="bibr" rid="ref59">Yan et al., 2022</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Results of confirmatory factor analysis.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Construct</th>
<th align="left" valign="top">Items</th>
<th align="center" valign="top">Loading</th>
<th align="center" valign="top">Composite reliability</th>
<th align="center" valign="top">Cronbach&#x2019;s &#x03B1;</th>
<th align="center" valign="top">AVE</th>
<th align="center" valign="top">Skewness</th>
<th align="center" valign="top">Kurtosis</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="3">Attitude (ATT)</td>
<td align="left" valign="top">ATT1</td>
<td align="char" valign="top" char=".">0.90<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char="." rowspan="3">0.87</td>
<td/>
<td align="char" valign="top" char="." rowspan="3">0.70</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">ATT2</td>
<td align="char" valign="top" char=".">0.71<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.88</td>
<td align="char" valign="top" char=".">0.143</td>
<td align="char" valign="top" char=".">&#x2212;0.68</td>
</tr>
<tr>
<td align="left" valign="top">ATT3</td>
<td align="char" valign="top" char=".">0.87<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Perceived Behavioral Control (PBC)</td>
<td align="left" valign="top">PBC1</td>
<td align="char" valign="top" char=".">0.82<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char="." rowspan="3">0.82</td>
<td/>
<td align="char" valign="top" char="." rowspan="3">0.60</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">PBC2</td>
<td align="char" valign="top" char=".">079<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.82</td>
<td align="char" valign="top" char=".">&#x2212;0.405</td>
<td align="char" valign="top" char=".">&#x2212;0.400</td>
</tr>
<tr>
<td align="left" valign="top">PBC3</td>
<td align="char" valign="top" char=".">0.72<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Normative Social Influence (NSI)</td>
<td align="left" valign="top">NSI1</td>
<td align="char" valign="top" char=".">0.89<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char="." rowspan="3">0.87</td>
<td/>
<td align="char" valign="top" char="." rowspan="3">0.69</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">NSI2</td>
<td align="char" valign="top" char=".">0.93<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.85</td>
<td align="char" valign="top" char=".">&#x2212;0.119</td>
<td align="char" valign="top" char=".">&#x2212;0.398</td>
</tr>
<tr>
<td align="left" valign="top">NSI3</td>
<td align="char" valign="top" char=".">0.64<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Informational Social Influence (ISI)</td>
<td align="left" valign="top">ISI1</td>
<td align="char" valign="top" char=".">0.83<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char="." rowspan="3">0.83</td>
<td/>
<td align="char" valign="top" char="." rowspan="3">0.61</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">ISI2</td>
<td align="char" valign="top" char=".">0.64<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.82</td>
<td align="char" valign="top" char=".">0.044</td>
<td align="char" valign="top" char=".">&#x2212;0.455</td>
</tr>
<tr>
<td align="left" valign="top">ISI3</td>
<td align="char" valign="top" char=".">0.86<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Positive Anticipated Emotion (EM)</td>
<td align="left" valign="top">EM1</td>
<td align="char" valign="top" char=".">0.73<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char="." rowspan="3">0.80</td>
<td/>
<td align="char" valign="top" char="." rowspan="3">0.58</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">EM2</td>
<td align="char" valign="top" char=".">0.80<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.80</td>
<td align="char" valign="top" char=".">&#x2212;0.379</td>
<td align="char" valign="top" char=".">&#x2212;0.582</td>
</tr>
<tr>
<td align="left" valign="top">EM3</td>
<td align="char" valign="top" char=".">0.75<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Intention to purchase single-use plastic products (INT)</td>
<td align="left" valign="top">INT1</td>
<td align="char" valign="top" char=".">0.89<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char="." rowspan="3">0.86</td>
<td/>
<td align="char" valign="top" char="." rowspan="3">0.67</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">INT2</td>
<td align="char" valign="top" char=".">0.82<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.86</td>
<td align="char" valign="top" char=".">0.023</td>
<td align="char" valign="top" char=".">&#x2212;0.767</td>
</tr>
<tr>
<td align="left" valign="top">INT3</td>
<td align="char" valign="top" char=".">0.75<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic><sup>&#x002A;&#x002A;&#x002A;</sup>p</italic> &#x003C;&#x2009;0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec12">
<label>4.2.</label>
<title>Measurement model analysis</title>
<p>Confirmatory factor analysis (CFA) is used to indicate the measurement characteristics of each construct, such as reliability and validity. The CFA results show that the measurement model is acceptable. The index of model fitting is as follows: <italic>&#x03C7;</italic><sup>2</sup>/df is 2.907, CFI is 0.95, IFI is 0.95, TLI is 0.93, and RMSEA is 0.069. To test the reliability of the constructs, composite reliability was explored. In <xref rid="tab3" ref-type="table">Table 3</xref>, all the composite reliability ranges from 0.80 to 0.87, all the Cronbach&#x2019;s &#x03B1; ranges from 0.80 to 0.88, which are higher than 0.70. According to <xref ref-type="bibr" rid="ref17">Fornell and larcker (1981)</xref>, the results support the reliability of the construct. To test the validity of the construct, convergent validity and discriminant validity were explored. The AVE and factor loadings were used to test the convergent validity. <xref rid="tab4" ref-type="table">Table 4</xref> shows AVE is higher than 0.50, and most of the factor loadings are higher than 0.70 (<xref ref-type="bibr" rid="ref17">Fornell and Larcker, 1981</xref>; <xref ref-type="bibr" rid="ref18">Hair et al., 1998</xref>). The construct has good convergent validity. <xref rid="tab3" ref-type="table">Tables 3</xref>, <xref rid="tab4" ref-type="table">4</xref> show the construct has good discriminant validity since the correlation between constructs is less than the square root of AVE.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Mean, standard deviation, and correlation.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Construct</th>
<th align="center" valign="top">Mean</th>
<th align="center" valign="top">SD</th>
<th align="center" valign="top">ATT</th>
<th align="center" valign="top">PBC</th>
<th align="center" valign="top">NSI</th>
<th align="center" valign="top">ISI</th>
<th align="center" valign="top">EM</th>
<th align="center" valign="top">INT</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">ATT</td>
<td align="char" valign="top" char=".">3.32</td>
<td align="char" valign="top" char=".">1.47</td>
<td align="char" valign="top" char=".">
<bold>0.83</bold>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">PBC</td>
<td align="char" valign="top" char=".">4.50</td>
<td align="char" valign="top" char=".">1.40</td>
<td align="char" valign="top" char=".">0.30<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">
<bold>0.78</bold>
</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">NSI</td>
<td align="char" valign="top" char=".">3.55</td>
<td align="char" valign="top" char=".">1.29</td>
<td align="char" valign="top" char=".">0.52<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.35<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">
<bold>0.83</bold>
</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">ISI</td>
<td align="char" valign="top" char=".">3.44</td>
<td align="char" valign="top" char=".">1.33</td>
<td align="char" valign="top" char=".">0.37<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.26<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.53<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">
<bold>0.78</bold>
</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">EM</td>
<td align="char" valign="top" char=".">4.28</td>
<td align="char" valign="top" char=".">1.33</td>
<td align="char" valign="top" char=".">&#x2212;0.28<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">&#x2212;0.21<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">&#x2212;0.36<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">&#x2212;0.21<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">
<bold>0.76</bold>
</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">INT</td>
<td align="char" valign="top" char=".">3.63</td>
<td align="char" valign="top" char=".">1.56</td>
<td align="char" valign="top" char=".">0.57<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.44<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.73<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">0.42<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">&#x2212;0.46<sup>&#x002A;&#x002A;</sup></td>
<td align="char" valign="top" char=".">
<bold>0.82</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>(1) Bold elements are the square root result of AVE.</p>
<p>(2)<sup>&#x002A;&#x002A;</sup><italic>p</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p>Likewise, the evaluation method of HTMT (<xref rid="tab5" ref-type="table">Table 5</xref>) is based on inferential statistics and uses confidence intervals to measure discriminant validity. HTMTs are associated with dissipative construct scores for assessing relationships between constructs. This study further shows that there is no issue of discriminative validity based on a&#x2009;&#x003C;&#x2009;0.9 threshold (<xref ref-type="bibr" rid="ref59">Yan et al., 2022</xref>).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Discriminant validity of first-order construct using Heterotrait&#x2013;Monotrait Ratio (HTMT).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Construct</th>
<th align="center" valign="top">ATT</th>
<th align="center" valign="top">PBC</th>
<th align="center" valign="top">NSI</th>
<th align="center" valign="top">ISI</th>
<th align="center" valign="top">EM</th>
<th align="center" valign="top">INT</th>
<th align="center" valign="top">Tolerance</th>
<th align="center" valign="top">VIF</th>
<th align="center" valign="top">
<italic>R</italic><sup>2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">ATT</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">0.697</td>
<td align="char" valign="top" char=".">1.435</td>
<td align="char" valign="top" char=".">0.32</td>
</tr>
<tr>
<td align="left" valign="top">PBC</td>
<td align="char" valign="top" char=".">0.359</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">0.847</td>
<td align="char" valign="top" char=".">1.180</td>
<td align="char" valign="top" char=".">0.19</td>
</tr>
<tr>
<td align="left" valign="top">NSI</td>
<td align="char" valign="top" char=".">0.604</td>
<td align="char" valign="top" char=".">0.423</td>
<td/>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">0.551</td>
<td align="char" valign="top" char=".">1.816</td>
<td align="char" valign="top" char=".">0.54</td>
</tr>
<tr>
<td align="left" valign="top">ISI</td>
<td align="char" valign="top" char=".">0.441</td>
<td align="char" valign="top" char=".">0.316</td>
<td align="char" valign="top" char=".">0.633</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">0.707</td>
<td align="char" valign="top" char=".">1.414</td>
<td align="char" valign="top" char=".">0.18</td>
</tr>
<tr>
<td align="left" valign="top">EM</td>
<td align="char" valign="top" char=".">&#x2212;0.339</td>
<td align="char" valign="top" char=".">&#x2212;0.254</td>
<td align="char" valign="top" char=".">&#x2212;0.440</td>
<td align="char" valign="top" char=".">&#x2212;0.265</td>
<td/>
<td/>
<td align="char" valign="top" char=".">0.697</td>
<td align="char" valign="top" char=".">1.435</td>
<td align="char" valign="top" char=".">0.21</td>
</tr>
<tr>
<td align="left" valign="top">INT</td>
<td align="char" valign="top" char=".">0.656</td>
<td align="char" valign="top" char=".">0.524</td>
<td align="char" valign="top" char=".">&#x2212;0.861</td>
<td align="char" valign="top" char=".">0.510</td>
<td align="char" valign="top" char=".">&#x2212;0.549</td>
<td/>
<td/>
<td/>
<td align="char" valign="top" char=".">0.64</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec13">
<label>4.3.</label>
<title>Structural model and hypothesis analysis</title>
<p>The structural model is analyzed to verify the research hypotheses. In general, the CFA results show that the structural model is acceptable. The index of model fitting is as follows: &#x03C7;<sup>2</sup>/df is 2.907, CFI is 0.91, IFI is 0.95, TLI is 0.93, and RMSEA is 0.07. The results of structural model analysis are shown in <xref rid="tab6" ref-type="table">Table 6</xref>. As expected, the effects of attitude (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.230, <italic>t</italic>&#x2009;=&#x2009;6.72, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), perceived behavioral control (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.230, <italic>t</italic>&#x2009;=&#x2009;4.88, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), normative social influence (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.290, <italic>t</italic>&#x2009;=&#x2009;5.82, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), informational social influence (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.190, <italic>t</italic>&#x2009;=&#x2009;3.960, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) on intention to purchase single-use plastic products. In addition, the effects of positive anticipated emotion (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.190, <italic>t</italic>&#x2009;=&#x2009;&#x2212;3.470, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) on intention to purchase single-use plastic products. The results show that all hypotheses are verified, except for H6.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Path coefficients of the structural model.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Path</th>
<th align="center" valign="top">Path coefficient</th>
<th align="center" valign="top"><italic>T</italic>-value</th>
<th align="center" valign="top">Hypothesis</th>
<th align="center" valign="top">Results</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">ATT&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">0.23</td>
<td align="char" valign="top" char=".">6.72<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H1</td>
<td align="center" valign="top">Supported</td>
</tr>
<tr>
<td align="left" valign="top">PBC&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">0.23</td>
<td align="char" valign="top" char=".">4.88<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H2</td>
<td align="center" valign="top">Supported</td>
</tr>
<tr>
<td align="left" valign="top">NSI&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">0.29</td>
<td align="char" valign="top" char=".">5.82<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H3</td>
<td align="center" valign="top">Supported</td>
</tr>
<tr>
<td align="left" valign="top">ISI&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">0.19</td>
<td align="char" valign="top" char=".">3.96<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H4</td>
<td align="center" valign="top">Supported</td>
</tr>
<tr>
<td align="left" valign="top">EM&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">&#x2212;0.19</td>
<td align="char" valign="top" char=".">&#x2212;3.47<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H5</td>
<td align="center" valign="top">Supported</td>
</tr>
<tr>
<td align="left" valign="top">NSI&#x002A;EM&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">0.21</td>
<td align="char" valign="top" char=".">3.42<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H6</td>
<td align="center" valign="top">N.S.</td>
</tr>
<tr>
<td align="left" valign="top">ISI&#x002A;EM&#x2009;&#x2192;&#x2009;INT</td>
<td align="char" valign="top" char=".">&#x2212;0.26</td>
<td align="char" valign="top" char=".">&#x2212;4.17<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="top">H7</td>
<td align="center" valign="top">Supported</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic><sup>&#x002A;&#x002A;&#x002A;</sup>p</italic>&#x2009;&#x003C;&#x2009;0.001.</p>
</table-wrap-foot>
</table-wrap>
<p>The interaction term of NSI&#x2009;&#x00D7;&#x2009;EM (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.210, <italic>t</italic>&#x2009;=&#x2009;3.420, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) positively affects intention to purchase single-use plastic products. The results showed that EM positively moderated the relationship between NSI and purchase intention. The moderating effect is shown in <xref rid="fig2" ref-type="fig">Figure 2</xref>, showing the different strengths of the relationship between NSI and purchase intention when EM levels are one SD above and one SD below their mean. The interaction term of ISI&#x00D7; EM (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.260, <italic>t</italic> =&#x2009;&#x2212;4.170, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) negatively affects intention to purchase single-use plastic products. As shown in <xref rid="fig3" ref-type="fig">Figure 3</xref>, when EM was one SD above its mean, the effect of ISI was weaker than when ISI was one SD below its mean. These results indicate that H7 is supported but H6 is not. <xref rid="fig2" ref-type="fig">Figures 2</xref>, <xref rid="fig3" ref-type="fig">3</xref> show the slope analyses for the two significant interaction terms.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The moderating effect of positive anticipated emotion on the relationship between normative social influence and purchase intention of single-use plastic products.</p>
</caption>
<graphic xlink:href="fpsyg-14-1105959-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>The moderating effect of positive anticipated emotion on the relationship between informational social influence and purchase intention of single-use plastic products.</p>
</caption>
<graphic xlink:href="fpsyg-14-1105959-g003.tif"/>
</fig>
<p>Several control variables (i.e., gender, education, income, and age) are also considered in this research. Gender (<italic>b</italic>&#x2009;=&#x2009;&#x2212;0.19, <italic>t</italic>&#x2009;=&#x2009;&#x2212;1.88, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), education (<italic>b</italic>&#x2009;=&#x2009;0.02, <italic>t</italic>&#x2009;=&#x2009;0.20, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), and income (<italic>b</italic>&#x2009;=&#x2009;0.02, <italic>t</italic>&#x2009;=&#x2009;0.40, <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05) have no significant effect on consumers&#x2019; intentions to purchase single-use plastic products, while age (<italic>b</italic>&#x2009;=&#x2009;&#x2212;0.14, <italic>t</italic>&#x2009;=&#x2009;&#x2212;2.91, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) has a significant negative effect on purchase intention of single-use plastic products. Furthermore, the extended TPB model (64.1%) has an 8% (&#x2206;<italic>R</italic><sup>2</sup>&#x2009;=&#x2009;10.1%, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) increase in interpretation over the original model (54.0%). Thus, we can infer that this model has a better predictive effect.</p>
</sec>
</sec>
<sec id="sec14">
<label>5.</label>
<title>Discussion and implication</title>
<sec id="sec15">
<label>5.1.</label>
<title>Discussion</title>
<p>Theoretically, this study proposes a model combines cognitive factors, especially social cognitive factors and emotional factors, thus enriching and contributing to the literature on single-use plastic products purchase. Previous studies neglected to explore the role of emotional factors and interaction with social cognitive factors (<xref ref-type="bibr" rid="ref14">Cheung et al., 2017</xref>; <xref ref-type="bibr" rid="ref44">Sun et al., 2017</xref>). This study enriches the emotional and social cognitive factors in the purchase of single-use plastic products and highlights the importance of emotional and social cognitive interactions.</p>
<p>As expected, the findings presented those attitudes to purchase single-use plastic products, perceived behavioral control, NSI, and ISI positively influence consumers&#x2019; intentions to purchase single-use plastic products, while positive anticipated emotion negatively affects theirs&#x2019; intentions. The results are consistent with previous researches (<xref ref-type="bibr" rid="ref44">Sun et al., 2017</xref>; <xref ref-type="bibr" rid="ref51">Wang et al., 2018</xref>). It can be speculated that people with negative attitude, lower perceived behavioral control, lower NSI, lower ISI, and higher positive anticipated emotion prefer to form intentions not to purchase single-use plastic products.</p>
<p>In addition, the results show that normative social influence has the greatest impact on individuals&#x2019; intentions to purchase single-use plastic products. The results are consistent with previous researches (<xref ref-type="bibr" rid="ref37">Ru et al., 2019</xref>; <xref ref-type="bibr" rid="ref53">Wang et al., 2020</xref>). It may be because individuals are more willing to belong to specific group and avoid being isolated by others and imitating the behavior of others in the group. This is especially true in China where collectivist culture prevails (<xref ref-type="bibr" rid="ref43">Sun and Wang, 2019</xref>). Besides, most people tend to take a wait-and-see attitude and are unwilling to execute the behavior first. Therefore, if their leaders and colleagues take the action of not purchasing single-use plastic products, individuals will also not purchase single-use plastic products. This finding confirms that normative social influence is effective in predicting pro-environmental behaviors in earlier studies.</p>
<p>The results show that informational social influence positively affects individuals&#x2019; intentions to purchase single-use plastic products. The results are consistent with previous researches (<xref ref-type="bibr" rid="ref12">Chen et al., 2018</xref>; <xref ref-type="bibr" rid="ref53">Wang et al., 2020</xref>). It may be because informational social influence means the fact that people tend to use the information they obtain from important relatives as evidence of behavioral decision-making. Family and friends are an important and credible source of information for individuals in choosing products and related alternative products or services. If important reference persons around the consumer talk about the good experience brought by a certain product and advise them to buy the product or service, then consumers&#x2019; purchase intentions for the product will increase. With the issuance of the ban on plastics, consumers began to realize the irrationality of purchasing single-use plastic products. Moreover, this kind of information about not purchasing single-use plastic products has spread among consumers. Therefore, the information about not purchasing single-use plastic products by family and friends will significantly affect the personal behavior of purchasing single-use plastic products.</p>
<p>The research results also show that consumers&#x2019; positive anticipated emotions will significantly influence consumers&#x2019; intentions to purchase single-use plastic products. The results are consistent with previous researches (<xref ref-type="bibr" rid="ref19">Han and Hyun, 2018</xref>; <xref ref-type="bibr" rid="ref51">Wang et al., 2018</xref>). It may be because in their daily lives, when consumers think that buying and using single-use plastic products is harmful to the environment and show negative expectations about buying and using single-use plastic products, they are more inclined not to buy single-use plastic products. This finding is also consistent with the emotional event theory, which believes that positive anticipated emotions directly predict actual behavior, because it is the driving force that stimulates individual action (<xref ref-type="bibr" rid="ref19">Han and Hyun, 2018</xref>). Therefore, positive anticipated emotions have reduced consumers&#x2019; behavior in purchasing and using single-use plastic products.</p>
<p>The results indicate that positive anticipated emotion negatively moderates the relationship between ISI and single-use plastic product purchase behavior. The results are consistent with previous researches (<xref ref-type="bibr" rid="ref53">Wang et al., 2020</xref>). This may be because positive anticipated emotions will increase the mood of green behaviors (<xref ref-type="bibr" rid="ref39">Russell et al., 2017</xref>; <xref ref-type="bibr" rid="ref52">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="ref15">Dangelico et al., 2021</xref>). Positive anticipated emotions will not immediately affect the behavior although they are non-cognitive factors, because informational social influence has a long-term impact on people. Thus, positive anticipated emotions will gradually deepen as consumers think about the impact of the information society, and then enhance the personal environmental behavior without purchase single-use plastic products. However, the results also show that if most people who are important to them purchase single-use plastic products, then they prefer to buy and purchase single-use plastic products, and this relationship is positively moderated by positive anticipated emotions. The results are not consistent with previous researches (<xref ref-type="bibr" rid="ref28">Li, 2013</xref>). This is because positive anticipated emotions will make people more willing to join the group, and they will regard themselves as part of the group. And unlike cognitive factors, affective factors act more directly on current behaviors. Positive anticipated emotions, as a non-cognitive factor, directly confidence in integrating into the group currently, but ignore the positive externalities of the behavior itself. Thus, if most people who are important to them advocate and encourage them to purchase single-use plastic products, then they are more willing to buy and purchase single-use plastic products, even if the behavior itself does not have a positive externality.</p>
</sec>
<sec id="sec16">
<label>5.2.</label>
<title>Theoretical and managerial implications</title>
<sec id="sec17">
<label>5.2.1.</label>
<title>Theoretical implications</title>
<p>First, understanding the factors behind the purchase and use of single-use plastic products in developing countries such as China is urgent, and more articles are needed to explore them in depth. This study is very timely and could enrich the relevant literature.</p>
<p>Second, while the independent effects of psychological factors (such as subjective norms and emotions) have been studied previously, how they interact to affect single-use plastic products has not been fully discussed. This study first considered emotional factors on the basis of cognitive factors, and considered the interaction with emotional factors in the context of social research, which enriched the application of the theory of planned behavior in the context of purchasing disposable plastic products. Incorporating affective factors and their interactions with subjective norms into TPB to understand consumers&#x2019; environmental protection behaviors enriches the understanding of consumers&#x2019; behavior of not buying single-use plastic products.</p>
<p>Finally, the rationality of TPB in the field of green behavior is verified. It has been suggested that attitudes, subjective norms, and perceived behavioral control are directly proportional to consumers&#x2019; intentions. However, the three variables in TPB lack detailed classification and are rather general. Considering primarily social research, this study divides subjective norms into two categories. We look forward to more specific and detailed follow-up related research.</p>
</sec>
<sec id="sec18">
<label>5.2.2.</label>
<title>Theoretical implications</title>
<p>Theoretical research shows that there are many factors that affect consumers&#x2019; purchase behaviors of single-use plastic products. However, in terms of management, this research will help companies and government authorities design plans to reduce the use behaviors of single-use plastic products and increase the reuse behavioral intentions of single-use plastic products. The five structures that affect consumer intentions are attitude, perceived behavioral control, NSI, ISI, and positive anticipated emotion. In addition, NSI, ISI, and positive anticipated emotion also interact with purchase intentions of single-use plastic products.</p>
<p>The results show that normative social influence is the main reason for individuals to purchase single-use plastic products. Many consumers see that their family and friends do not purchase single-use plastic products, so they will also not join in this behavior. Therefore, public authorities may position opposition to the purchase behaviors of single-use plastic products as a social trend, showing consumers the frequency or percentage of the local population not purchasing single-use plastic products. Campaigns against single-use plastic products can also be held to illustrate the environmental hazards of single-use plastic products, and to encourage celebrities, Internet influencers, and family members to take the lead in resisting white pollution. The results also show that informational social influence is also the main factor that affects the purchase behaviors of single-use plastic products by individuals. Relatives and friends are a more trusted source of information. If individuals find that most people who are important to them advocate and encourage them not to purchase single-use plastic products, they will actively participate in activities that oppose the purchase behaviors of single-use plastic products. Public authorities should actively educate consumers about the adverse effects of plastic product purchase on the environment, inform consumers of the important impact of their individual behaviors on others, and encourage consumers to spread the adverse effects of white pollution on the environment to their family and friends through their own efforts.</p>
<p>This study also found that positive anticipated emotions effectively hindered the spread and purchase behaviors of single-use plastic products. In addition, emotional factors are also the positive factors inducing consumers&#x2019; intentions not to purchase single-use plastic products. The results show that when consumers are satisfied, excited, and happy, they are more willing to refuse single-use plastic products. Therefore, researchers and practitioners dealing with emotions must realize that strengthening positive anticipated emotions is essential for consumers to purchase single-use plastic products. In order to encourage consumers to generate positive anticipated emotions, sellers can paint beautiful pictures on some paper alternative packaging, and design the language to thank consumers for being environmentally friendly. At the same time, government could provide consumers with reports to emphasize the positive consequences of the anti-purchase of single-use plastic products and explain benefits of using paper products and reusing single-use plastic products to cultivate their positive expectations about not purchasing single-use plastic products (<xref ref-type="bibr" rid="ref16">Fornara et al., 2016</xref>). For example, tell consumers that by resisting the purchase behaviors of single-use plastic products can reduce carbon emissions for the world, reduce the energy crisis, and reduce white pollution.</p>
<p>The interaction between NSI and ISI and positive anticipated emotions presents a completely opposite relationship to consumers&#x2019; purchase behaviors of single-use plastic products. Therefore, public authorities should understand the importance of emotions to different consumers in order to tailor strategies to reduce the purchase behaviors of single-use plastic products accordingly. For a given level of normative social influence, consumers with higher positive anticipated emotions will be more willing to adopt single-use plastic products. Therefore, public authorities should remind consumers of the adverse effects of single-use plastic products on environmental pollution when shopping in groups, so as to reduce consumer emotions and thereby reduce consumers&#x2019; purchase behaviors of single-use plastic products. For a given level of informational social influence, consumers with higher positive anticipated emotions will be more opposed to purchasing single-use plastic products. Therefore, public authorities should encourage consumers to spread the environmental pollution behaviors of single-use plastic products through word of mouth through social media, channels, etc., praise the consumers for not purchasing single-use plastic products for environmental protection, and thank them for their efforts in environmental protection. Hence, these positive anticipated emotions will encourage consumers to resist the purchase behaviors of single-use plastic products.</p>
</sec>
</sec>
</sec>
<sec id="sec19">
<label>6.</label>
<title>Conclusions and limitations</title>
<sec id="sec20">
<label>6.1.</label>
<title>Conclusion</title>
<p>The findings presented that attitude, perceived behavioral control, normative social influence, informational social influence have positive effects on consumers&#x2019; intentions to purchase single-use plastic products, while positive anticipated emotion negatively affects consumers&#x2019; intentions to purchase single-use plastic products. Positive anticipated emotion negatively moderates the relationship between NSI and consumers&#x2019; intentions to purchase single-use plastic products, but positively moderates the relationship between ISI and consumers&#x2019; intentions to purchase single-use plastic products.</p>
</sec>
<sec id="sec21">
<label>6.2.</label>
<title>Limitations</title>
<p>There are a few limitations in our research although it provides some enlightening results and implications. First of all, the research investigates consumers&#x2019; purchase intentions, not their actual purchase behavior. There is still a gap between behavioral intention and behavior although scholars generally believe that behavioral intention can directly predict behavior (<xref ref-type="bibr" rid="ref2">Ajzen, 1991</xref>). Second, this research uses questionnaire surveys to collect data, which rely on respondents&#x2019; self-reports, which are cross-sectional data. The research results based on these data may not fully reflect the causal relationship. At the same time, there are limitations in the data collection method, and there may also be insufficient randomness in the sampling process. Since the samples of this research are mainly collected online, it restricts the participation of some consumers who are too old to fill out the questionnaire, which affects the universality of the sample to a certain extent. More data collection methods such as in-depth interviews and longitudinal design can be used in future research. Finally, other variables, such as personal norms and green knowledge, may also be decisive factors for consumers to purchase single-use plastic products. Accordingly, additional exploration should be carried out.</p>
</sec>
</sec>
<sec id="sec22" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="sec23">
<title>Author contributions</title>
<p>YS and HH contributed to the research design. YS conducted the sample collection and data analysis and wrote the paper. HH also did text review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec24" sec-type="funding-information">
<title>Funding</title>
<p>This research was supported by the National Social Science Foundation of China [Grant number 22BGL093] and the Humanity and Social Science Youth Foundation of Ministry of Education of China [Grant number 22YJC630122].</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
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<app-group>
<app id="app1">
<title>Appendix A</title>
<p>Constructs and measurement items.<table-wrap position="anchor" id="tab7">
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Construct</th>
<th align="left" valign="top">Items</th>
<th align="left" valign="top">Coding</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="3">
<bold>Predict variable:</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Attitude toward using plastic bags (ATT)</td>
<td align="left" valign="top">It is a good idea to purchase single-use plastic products.</td>
<td align="left" valign="top">ATT1</td>
</tr>
<tr>
<td align="left" valign="top">It is a wise choice to purchase single-use plastic products.</td>
<td align="left" valign="top">ATT2</td>
</tr>
<tr>
<td align="left" valign="top">I think I should take action to reduce the purchase single-use plastic products.</td>
<td align="left" valign="top">ATT3</td>
</tr>
<tr>
<td align="left" valign="top">Perceived behavior control (PBC)</td>
<td align="left" valign="top">Single-use plastic products are generally available in the shops while shopping.</td>
<td align="left" valign="top">PBC1</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">It is convenient for me to purchase single-use plastic products.</td>
<td align="left" valign="top">PBC2</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">I can purchase single-use plastic products easily if I want to.</td>
<td align="left" valign="top">PBC3</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Normative social influence (NSI)</td>
<td align="left" valign="top">I usually identify with other people by purchasing single-use plastic products like everyone else.</td>
<td align="left" valign="top">NSI1</td>
</tr>
<tr>
<td align="left" valign="top">I gain a sense of belonging by purchasing single-use plastic products like others.</td>
<td align="left" valign="top">NSI2</td>
</tr>
<tr>
<td align="left" valign="top">I often try to act like others if I want to be like them.</td>
<td align="left" valign="top">NSI3</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Informational social influence (ISI)</td>
<td align="left" valign="top">I frequently ask my friends about the purchase single-use plastic products.</td>
<td align="left" valign="top">ISI1</td>
</tr>
<tr>
<td align="left" valign="top">I frequently consult my family and friends about the purchase single-use plastic products.</td>
<td align="left" valign="top">ISI2</td>
</tr>
<tr>
<td align="left" valign="top">I often collect information about the purchase single-use plastic products from friends and family.</td>
<td align="left" valign="top">ISI3</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">
<bold>Moderator variable:</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Positive anticipated emotion (EM)</td>
<td align="left" valign="top">I will feel excited if I refuse to purchase single-use plastic products.</td>
<td align="left" valign="top">EM1</td>
</tr>
<tr>
<td align="left" valign="top">I will feel relaxed if I refuse to purchase single-use plastic products</td>
<td align="left" valign="top">EM2</td>
</tr>
<tr>
<td align="left" valign="top">I will feel proud if I refuse to purchase single-use plastic products.</td>
<td align="left" valign="top">EM3</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">
<bold>Predictor variable:</bold>
</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="3">Intention to purchase single-use plastic products (INT)</td>
<td align="left" valign="top">I intend to purchase single-use plastic products.</td>
<td align="left" valign="top">INT1</td>
</tr>
<tr>
<td align="left" valign="top">I prefer to choose purchase single-use plastic products.</td>
<td align="left" valign="top">INT2</td>
</tr>
<tr>
<td align="left" valign="top">I am willing to purchase single-use plastic products.</td>
<td align="left" valign="top">INT3</td>
</tr>
</tbody>
</table>
</table-wrap></p></app>
</app-group>
</back>
</article>