The email arrived like a punch to the gut. Accused. The word seemed to pulsate in front of her eyes, blurring the other words on the screen. Panic clawed at her throat.

A wave of dizziness washed over her. She knew, with a certainty that burned like fire, that the allegations were incorrect. She’d crafted the essay herself, burning the midnight oil in pursuit of the perfect work.

She started writing a response, but deleted it all. She wouldn't bend to their pressure, not one bit. She slammed her laptop shut. They'd have to deal with her, and her refusal to budge.

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