Optimizing Against Safety Representations: Activation-Guided Adversarial Suffixes and the Geometry of Refusal

Ege Çakar, Hannah Guan, Kayden Kehe

Behavioral alignment in large language models often masks fragile internal safety representations. Recent work suggests that refusal behavior is mediated by low-dimensional directi…