The driveway looked wrong. Empty, like a missing limb. Michael's breath hitched as he stared at the spot where his truck used to sit. The tow truck must have come and gone while he was at work. He felt a sharp prickle behind his eyes.

He didn't bother to check the note; he knew the score. Parking violation. He could practically hear the smug voices of the parking enforcement crew. He turned away from the door, a slow burn rising in his chest. He would not give in, not to their petty rules and regulations. He went back inside and put his feet up on the couch, and found a mindless game show on the TV.

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