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The seed text might be a glowing review of a controversial film, an academic critique of censorship in art, or a melancholic essay about the beauty of decay. By the time the model processes these tokens, its probability distribution has shifted. The "logit bias" now favors words and structures associated with rebellion, explicit imagery, and ethical gray zones. What started as simple physical "hacks" to bypass