The email arrived late at night, the subject line a brutal punch: "Important Announcement Regarding The Sushi Garden." She stared at it, her fingers gripping the edge of her laptop. It felt like a personal attack.

She drove to the restaurant the next day. She walked past the empty tables. She ordered her usual, the spicy tuna roll. She ate it, barely chewing. The waitress, normally chatty, spoke in hushed tones, almost apologizing for her.

She ate the roll, and then she ordered another. And another. She'd eat every roll they had, she decided. She would eat them until they changed their minds.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. 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 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391