Скачать или смотреть 【炎上の正体】SNSで怒りが3倍拡散される科学的理由、ヤバすぎる

論文情報
・url: http://arxiv.org/html/2601.21815v1
・title: Moral Outrage Shapes Commitments Beyond Attention: Multimodal Moral Emotions on YouTube in Korea and the US
・abstract: Understanding how media rhetoric shapes audience engagement is crucial in the attention economy. This study examines how moral emotional framing by mainstream news channels on YouTube influences user behavior across Korea and the United States. To capture the platform's multimodal nature, combining thumbnail images and video titles, we develop a multimodal moral emotion classifier by fine tuning a vision language model. The model is trained on human annotated multimodal datasets in both languages and applied to approximately 400,000 videos from major news outlets. We analyze engagement levels including views, likes, and comments, representing increasing degrees of commitment. The results show that other condemning rhetoric expressions of moral outrage that criticize others morally consistently increase all forms of engagement across cultures, with effects ranging from passive viewing to active commenting. These findings suggest that moral outrage is a particularly effective emotional strategy, attracting not only attention but also active participation. We discuss concerns about the potential misuse of other condemning rhetoric, as such practices may deepen polarization by reinforcing in group and out group divisions. To facilitate future research and ensure reproducibility, we publicly release our Korean and English multimodal moral emotion classifiers.
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YouTubeで40万本のニュース動画を分析した結果、「他者を非難する怒り」のコンテンツがコメント数を最大204%増加させることが判明。なぜ私たちは怒りの投稿に反応してしまうのか？韓国とアメリカの比較研究から見えてきた、SNS時代の危険な心理メカニズムと、分断を深める感情操作の実態を徹底解説します。あなたが今日クリックしたサムネイルにも、仕掛けがあるかもしれません。