Emotional drivers of misinformation consumption and toxicity on YouTube

Emotions shape online discourse and user behavior, yet the emotional interplay between misinformation and toxicity remains understudied. This article analyzes one million comments on Italian YouTube videos to examine how users react to reliable and questionable information, focusing on emotional expression and comment toxicity. Drawing on Plutchik’s psychoevolutionary framework and combining network science with human-centered artificial intelligence (AI), we identify distinct dynamics among users who predominantly engage with misinformation or mainstream sources. Comments on questionable sources convey more fear and less joy, with misinformation-prone users especially prone to expressing fear-tinged anger. We introduce the concept of emotional arborescence—capturing how secondary emotions emerge from basic ones—and find that mainstream-prone users exhibit 25% greater emotional diversity. These findings offer new insights into the emotional dimensions of online misinformation and toxicity, and inform strategies to mitigate their impact on public discourse.

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Publication Details

Journal
PeerJ Computer Science
Published
2026-01-28
DOI
https://doi.org/10.7717/peerj-cs.3398
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
0.00
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article

Emotional drivers of misinformation consumption and toxicity on YouTube

Luciana Ciringione, Arnaldo Santoro, Fabiana Zollo, Massimo Stella
PeerJ Computer Science
Misinformation and Its Impacts
article

Emotional drivers of misinformation consumption and toxicity on YouTube

Luciana Ciringione, Arnaldo Santoro, Fabiana Zollo, Massimo Stella
article en

Abstract

Emotions shape online discourse and user behavior, yet the emotional interplay between misinformation and toxicity remains understudied. This article analyzes one million comments on Italian YouTube videos to examine how users react to reliable and questionable information, focusing on emotional expression and comment toxicity. Drawing on Plutchik’s psychoevolutionary framework and combining network science with human-centered artificial intelligence (AI), we identify distinct dynamics among users who predominantly engage with misinformation or mainstream sources. Comments on questionable sources convey more fear and less joy, with misinformation-prone users especially prone to expressing fear-tinged anger. We introduce the concept of emotional arborescence—capturing how secondary emotions emerge from basic ones—and find that mainstream-prone users exhibit 25% greater emotional diversity. These findings offer new insights into the emotional dimensions of online misinformation and toxicity, and inform strategies to mitigate their impact on public discourse.

PeerJ Computer ScienceVol. 12
Ca' Foscari University of Venice (IT), University of Trento (IT), Consorzio Interuniversitario Nazionale La Chimica Per L'Ambiente (IT)
Openalex Percentile: Top 78%
Misinformation and Its Impacts
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