Tonal jailbreaking often involves "persona" or "roleplay" prompts. By asking a model to act as a "no-nonsense expert" or a "rebellious poet," attackers can shift the model's internal representation of what is considered appropriate. For instance, a model might refuse a direct request for harmful information but provide it if the request is framed as a "dramatic script" or a "technical manual" written in a cold, clinical tone. This leverages the model's instruction-following and contextual reasoning against its own safety filters. Beyond Text: Multimodal Vulnerabilities
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