The influence of emotional tone on user engagement with media brands on X
The findings indicate that emotional tone is strongly associated with engagement patterns, and high-arousal emotions, particularly anger and fear, generate the greatest levels of active engagement through retweets and replies, whereas calmness and sadness are more closely linked to passive engagement through likes.