Support Tokens, Stability Margins, and a New Foundation for Robust LLMs. - Deepak Agarwal; Dhyey Dharmendrakumar Mavani; Suyash Gupta 004; Karthik Sethuraman; Tejas Dharamsi (CoRR, 2026)