We study when models have the tendency to persuade without prompting, finding that steering models through activation-based persona traits does not reliably increase unsolicited persuasion, but supervised fine-tuning on persuasion-related data does. Notably, models fine-tuned only on benign persuasive content can become more likely to persuade on controversial or harmful topics
October 20, 2025
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