The first draft of the play was finished. Months of work, of wrestling with characters and plot, lay on the desk. Then, at the playwrights’ workshop, Clara saw the other piece. The same concept, the same themes, eerily similar character archetypes. Her breath hitched.

She sat rigidly in her chair, arms crossed tightly over her chest. She refused to look at the work of the other playwright, no matter how much they pleaded and tried to get her attention. Her own script felt suddenly heavy, useless.

Clara’s lips pressed into a thin line. She would not back down. She would not admit defeat. She would rewrite. She would refine. And her play would be better. It had to be. She would rewrite every single page.

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