The coffee shop was too loud, filled with the clatter of cups and the low murmur of conversations. Sarah’s hands clenched as she sat across from her successor, a woman named Emily who smiled with unsettling cheer. The cafe seemed to amplify the way the music was getting on her nerves.

Emily asked about the "best" way to deal with certain difficult customers.

"I always go with what works,” Sarah replied, her tone deliberately vague. She sipped her coffee, staring out the window at the passing cars.

When Emily asked for the name of a contact, Sarah just stared back. "Look it up. It’s in the address book." She was not going to make this easy.

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