Embedding Circle Emergence
The learned token geometry starts messy and tightens into a circular Fourier ring.
Sine Wave Emergence
A learned feature over (a + b) mod p becomes increasingly sinusoidal.
k: -- / circularity: -.--- / feature r2: -.---
train: -.--- / val: -.--- / full: -.---