"I just can't believe you," Clara said, her voice rising slightly. "It was *my* turn to pick the restaurant. I specifically wanted Italian." David’s shoulders remained locked. He continued to eat his steak as though it was the only thing that existed.

“You’re wrong,” he said through a mouthful of meat, eyes fixed on his plate. He knew they’d argued over this before, but this time was worse. He felt a throbbing pulse in his temples.

She glared at him, the silence between them thick and heavy. It was like they were speaking a different language. He could feel her watching him, waiting for him to break. He refused. He wasn't giving in.

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