The Geometry of Refusal: Linear Instability in Safety-Aligned LLMs

Shivam Ratnakar, Kartikeya Vats

Modern Large Language Models (LLMs) rely on extensive safety alignment, yet the mechanistic basis of refusal remains opaque. In this work, we investigate whether safety compliance…