{"type": "article", "title": "Optimizing Against Safety Representations: Activation-Guided Adversarial Suffixes and the Geometry of Refusal", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/optimizing-against-safety-representations-activation-guided-adversarial-suffixes", "original_source": "https://arxiv.org/abs/2607.08883", "published": "2026-07-13T04:00:00+00:00", "accessed": "2026-07-14", "id": "optimizing-against-safety-representations-activation-guided-adversarial-suffixes"}