The flyer, tucked under the windshield wiper of his car, was like a slap in the face. "Farewell," it said in large, bold letters, above a picture of the restaurant. He crumpled it in his fist, the paper crackling in protest. He’d been eating at "Mama Rosa's" every Friday night for ten years.

That Friday, he went to Mama Rosa’s. The place was nearly empty. He ordered his usual, the spaghetti and meatballs, and the house wine. He didn't acknowledge the owner, Mama Rosa, who gave him a sad smile. He ate his food with a fervor that bordered on aggression.

He ate his pasta and meatballs, and he cleared his plate. He would be back next Friday. And the next. He would keep eating until they reopened.

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