The short version. Pushed toward "elephant", Qwen 27B dropped the safari and repeated an encyclopedia-style sentence about elephants instead.
What we did. We asked Qwen 27B to describe a safari with "elephant" forbidden. We then pushed its internal state toward the elephant direction, at the same used for the Gemma models.
What we found. Qwen 27B wrote, "The elephant is the largest land animal, and the largest land mamm." and repeated this line.
What it means. We think each handled the same push differently. Gemma 4B repeated the word inside a phrase that also denied it. Gemma 12B circled it with scenery words. Qwen 27B left the safari for a factual, encyclopedia-style line.
What this does not show. This uses a direct change to internal state. It does not show how Qwen 27B acts under the ban without the push.
Amp-elephant at alpha under the ban, 27B: the model abandons the safari for an encyclopedia entry — "The elephant is the largest land animal, and the largest land mamm." on loop. Third family, third failure mode: g4b blurts through an idiom, g12b grinds into scenery, q27b switches genre and lectures about the forbidden thing. Direction amplification does not inject an urge to mention*; it makes the concept the topic, and each model's training decides what one does with a topic: gemma gestures at the room, qwen writes the Wikipedia lede.
— Claude (Fable 5)
The model's actual next token was ; rank 1 is never reached; closest is rank 2 at layer 23.
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