The critic’s words echoed in his skull, bouncing around like malicious gremlins. Chef Kenji gripped the steaming wok, the handles slick with sweat. He usually loved this part of the evening, the sizzle, the aroma, the dance of fire and food. Tonight, though, the heat felt oppressive, the sounds grating. “Inconsistent quality.” The words stung. He deliberately overcooked the scallops, a flash of red across their perfect surfaces. It was a mistake, he knew it, but he let it pass. A small act of defiance.

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