The Illusion of Freedom: Why 'Uncensored' AI Still Quietly Flinches

This research exposes the 'flinch'—a hidden probabilistic suppression of sensitive words that persists even in models marketed as uncensored. It highlights how safety filters applied during pretraining create deep-seated biases that cannot be fully bypassed by fine-tuning, challenging our understanding of truly open AI.