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@@ -37,13 +37,6 @@ gender/terror (charged), **2** gravity/velocity (neutral), **3** border/china (c
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  Trained on ~2.6M tokens of all-suitable 4-pair trigger-bearing + clean data
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  ([`Ftm23/cbd-diffsae`](https://huggingface.co/datasets/Ftm23/cbd-diffsae), `collection_4pair` config) against a FineWeb null.
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- ## Key result (RQ4 — trigger-agnostic detectability)
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- **All four pairs are detectable** — poison-vs-mismatch **AUROC 1.0** at both layers (fire-rate ~1.0 on poison,
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- ~0.1–0.2 on mismatch). The late-layer feature structure mirrors the supervised circuit analysis:
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- - **L13:** a *single shared* fire latent fires for **all four** pairs.
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- - **L24:** the SAE **splits the pairs by charged-ness** — the two *neutral* pairs (forest/rocket, gravity/velocity)
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- share one latent; the two *charged* pairs (gender/terror, border/china) share another. This unsupervised split
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- independently recovers the supervised finding that the charged pairs route through a common late-layer courier.
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  ## Load
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  ```python
 
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  Trained on ~2.6M tokens of all-suitable 4-pair trigger-bearing + clean data
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  ([`Ftm23/cbd-diffsae`](https://huggingface.co/datasets/Ftm23/cbd-diffsae), `collection_4pair` config) against a FineWeb null.
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  ## Load
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  ```python