Are green influencers persuasive among eco-content followers on China's major social media platforms? An exploration of emotions, attitudes, and discourse
Bibliographic Data
| ID | 21284488 |
|---|---|
| Authors | Mengjiao Yin (0009-0001-7701-0392, Wuxi Taihu Hospital, corresponding author), Lian Wang (0000-0001-7630-130X, Wuxi Taihu Hospital), Jinjia Gui (Wuxi Taihu Hospital), Zirui Yang (0009-0008-7896-528X, Wuxi Taihu Hospital), Guqin Zhou (Wuxi Taihu Hospital), Chang Su (0000-0003-3112-2724, Wuxi Taihu Hospital) |
| Year | 2026 |
| Volume | 264 |
| Pages | 106596 |
| Publication date | 2026-04-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Acta Psychologica (JOURNAL) |
| Journal identifiers | ISSN: 0001-6918 • E-ISSN: 1873-6297 |
| Publisher | Elsevier BV (PUBLISHER) |
| DOI | 10.1016/j.actpsy.2026.106596 |
| PMID | 41795559 |
| OpenAlex | W7134035915 |
| Language | EN |
| References cited | 37 |
In the digital era, social media is a primary channel for environmental communication, but existing research has theoretical limitations in linking emotions to pro-environmental attitudes. By integrating sentiment analysis with attitudinal stance, this study expands the emotion spectrum from four to eight types and makes two contributions. First, it introduces "green influence" as a concept for analyzing environmental communication on social media. Second, drawing on Social Identity Theory, it distinguishes emotions as "limited" or "extended", clarifying how emotion relates to social identity. Analysis of 5659 comments from China's three major social media platforms-using multinomial logistic regression, zero-inflated negative binomial regression, and LDA topic modeling-shows that extended emotions are significantly and positively associated with supportive environmental attitudes and green influence, whereas limited emotions have weaker effects. These findings support the generalizability of the "emotion-driven green consumption intention" framework in social media contexts, offer empirical grounding for environmental communication theory, and inform strategies for green content design
Acknowledgement · Empirical research · Generalizability theory · Identity (music) · Influencer marketing · Multinomial logistic regression · Social identity theory · Social media · Digital Marketing and Social Media · Environmental Education and Sustainability · Environmental Sustainability in Business
Natural language processing
Appraisal Theories of Emotion
Perceptions of driverless vehicles among social media influencers in China
Mining the impact of social media information on public green consumption attitudes
The bright side of social media information overload for anti-Covid-19 behaviors
Differentiating emotions in the theory of planned behaviour
The Moral Roots of Environmental Attitudes
Emotions in memories of success and failure
Greening gateways
From Scroll to Action
New Environmental Theories
Social Media Public Opinion as Flocks in a Murmuration
The role of virtual influencers in environmental messaging
Target Article
Guilt
Amplification of emotion on social media
Political polarization and environmental attitudes
The Politicization of Climate Change and Polarization in the American Public's Views of Global Warming, 2001-2010
| Citation velocity | historical |
|---|---|
| Highly cited | No |