The review sat on the polished mahogany bar, its glossy black ink mocking Chef Antoine. He felt the familiar heat rise in his chest, a slow burn that tightened his jaw. “Overly ambitious,” the critic had written. “Lacking finesse.” Antoine crumpled the paper, the sound a tiny explosion in the otherwise silent kitchen. He threw it into the roaring flames of the pizza oven, watching the words disappear in a flash of heat. He reached for the truffle oil, a generous swirl landing on the next pizza, more than any sane person would use. He would show them finesse.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349