"No." Maya's voice, usually as soft as a summer breeze, was a hard, flat denial. The judge, a woman who usually smiled, looked taken aback. Maya’s back was ramrod straight as she stood on the stage. The rhythmic thrum of the orchestra seemed to fade as she stared directly at the woman. The rejection had been delivered with polite explanations, but Maya was not interested in explanations.

She gathered her belongings, her movements precise, deliberate. The other dancers, murmuring their congratulations to those selected, seemed distant, almost unreal. Backstage, she ignored the concerned glances. She had another audition next week, another opportunity to show them what they were missing. She would dance. She would show them.

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