Eliza slammed the kitchen door, the wood rattling in its frame. Her assistant, Marco, jumped. The review, pinned to the bulletin board, seemed to leer. "Bland… predictable… devoid of passion." Eliza grabbed a cleaver and attacked a butternut squash, the rhythmic thud a percussive beat against the silence. Each slice was razor-thin, each dice precise. She wouldn’t change a thing. Every dish was a testament to her vision. She would not bow to some critic’s whims. She would only get better.

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