The party was in full swing, music thumping through the floorboards. Chloe, radiating an air of untouchable elegance, had regaled them all for years about her jet-setting career as a fashion buyer. Tonight, however, her "buyer" persona was being challenged by a friend who worked in the industry.

Sarah watched Chloe across the room, a glass of wine held loosely in her hand. The way Chloe was laughing, trying to deflect the inquiries, it was almost laughable. The music seemed too loud, the laughter too forced. Sarah took a long swallow of her wine, her lips pressed into a thin line. She wouldn’t intervene. She wouldn’t offer any support.

She had to get out of there. The pretense was too much.

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