Content area

Abstract

Purpose

In social media, crisis information susceptible of generating different emotions could be spread at exponential pace via multilevel super-spreaders. This study aims to interpret the multi-level emotion propagation in natural disaster events by analyzing information diffusion capacity and emotional guiding ability of super-spreaders in different levels of hierarchy.

Design/methodology/approach

We collected 47,042 original microblogs and 120,697 forwarding data on Weibo about the “7.20 Henan Rainstorm” event for empirical analysis. Emotion analysis and emotion network analysis were used to screen emotional information and identify super-spreaders. The number of followers is considered as the basis for classifying super-spreaders into five levels.

Findings

Official media and ordinary users can become the super-spreaders with different advantages, creating a new emotion propagation environment. The number of followers becomes a valid basis for classifying the hierarchy levels of super-spreaders. The higher the level of users, the easier they are to become super-spreaders. And there is a strong correlation between the hierarchy level of super-spreaders and their role in emotion propagation.

Originality/value

This study has important significance for understanding the mode of social emotion propagation and making decisions in maintaining social harmony.

Peer review

The peer review history for this article is available at: https://publons.com/publon/10.1108/OIR-03-2024-0192.

Details

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Business indexing term
Title
Multi-level emotion propagation in natural disaster events: diverse leadership of super-spreaders in different levels of hierarchy
Author
Zhang, Yaming 1 ; Wang, Na 1   VIAFID ORCID Logo  ; Koura Yaya Hamadou 2 ; Su, Yanyuan 1   VIAFID ORCID Logo  ; Guo, Xiaoyu 1 ; Song, Wenjie 1 

 School of Economics and Management, Yanshan University, Qinhuangdao, China 
 School of Foreign Languages, Yanshan University, Qinhuangdao, China 
Publication title
Volume
49
Issue
1
Pages
116-135
Number of pages
20
Publication year
2025
Publication date
2025
Publisher
Emerald Group Publishing Limited
Place of publication
Bradford
Country of publication
United Kingdom
ISSN
14684527
e-ISSN
14684535
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2024-08-06
Milestone dates
2024-03-25 (Received); 2024-06-05 (Revised); 2024-06-06 (Accepted)
Publication history
 
 
   First posting date
06 Aug 2024
ProQuest document ID
3150293034
Document URL
https://www.proquest.com/scholarly-journals/multi-level-emotion-propagation-xa0-natural/docview/3150293034/se-2?accountid=208611
Copyright
© Emerald Publishing Limited.
Last updated
2025-11-14
Database
ProQuest One Academic