Intermediate transformer states sit far from the output axis on purpose: that position insulates attention's cross-token mixing, and the frame can be prescribed in advance without loss.
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Off-Axis, On Purpose: Where a Transformer Computes Concepts and Why it Does So
Intermediate transformer states sit far from the output axis on purpose: that position insulates attention's cross-token mixing, and the frame can be prescribed in advance without loss.