Hide and Seek in Embedding Space: Geometry-based Steganography and Detection in Large Language Models

Charles Westphal, Keivan Navaie, Fernando E. Rosas

Fine-tuned LLMs can covertly encode prompt secrets into outputs via steganographic channels. Prior work demonstrated this threat but relied on trivially recoverable encodings. We f…