The café smelled of stale coffee and forced smiles. Across from her, a woman whose eyes were as sharp as shards of glass was describing a recent trip to the mountains. The same mountains Liam had just described taking *her* to. She had to grip her coffee cup to keep from smashing it.

Her heart was thudding. She would not let this woman see her vulnerability. She would not.

“Oh,” she said, her voice tight, “Liam does seem to have a… *diverse* range of interests.” She forced a smile, a muscle in her cheek twitching. She wanted to hurt the other woman, to make her feel the way she did.

She watched the woman’s expression shift slightly, as if she sensed the tension. Good. She refused to apologize, to back down. She would show no weakness.

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