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An empirical study probing the residual stream vectors of google/gemma-2-2b-it during contrastive corporate finance compliance constraints. Features a native PyTorch layer-tracking notebook and an interactive 4-column Streamlit web dashboard analyzing geometric activation divergence deltas.