"Oh, come on," Beatrice muttered, her jaw clenched. Mark had the audacity to approach her, a friendly smile plastered across his face. She’d prepared herself for this, of course. But she still felt a surge of… something.

"Beatrice, you look lovely," he said. She offered a tight smile, the muscles in her face refusing to cooperate. She did not want to engage. She did not want to be charming.

“Thank you,” she replied flatly, her voice curt. She immediately turned away, pretending to be engrossed in the decorative centerpiece. He could have the dance floor. She'd rather stare at these lilies.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349