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The verified run-524 vectors were fit on chat-templated prompts (u4_prompts.json), so fitting raw WikiText diverged from what worked. Now: - config.chat_corpus wraps jlens WikiText in the chat template (fit J where we steer) - jsteer.demo.show_steer generates through apply_chat_template(enable_thinking) with the model's own generation_config sampling, splits </think>, shows lens_topk j-space readout + reasoning + answer as Tufte small-multiples per C - word_steering.ipynb rewired to Qwen3.5-4B, dim_batch=4 (3090-safe 4B), show_steer - fit.py defaults to Qwen3.5-4B + chat_corpus Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>