The cold, sterile waiting room seemed to shrink around Sarah. The doctor had been dismissive, a practiced smile plastered on his face while he explained she might not be able to have children. She, who’d always pictured a house full of giggling children, was being told she was infertile. Wrong records.

Her fingers tapped a frantic rhythm against the armrest of the chair. The doctor suggested some more tests, but his tone implied that she was already done for. Ridiculous. She felt a burning in her chest.

She stood. She was not leaving until someone looked into the matter, until they proved the error. She would be heard.

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