Rain lashed against the windows, mirroring the tempest in Amelia’s chest. The secret calls, always whispering, were getting to her. She had caught Mark, her partner of seven years, at it three times now. Each time, he clammed up, a strange, closed look hardening his features. He'd offer flimsy excuses, his eyes avoiding hers. She knew something was off.

She watched him from the kitchen, where she was making dinner. He was at the window now, pretending to look at the downpour, phone pressed to his ear. He saw her and quickly ended the call.

Later, as they ate, the silence stretched, thick and uncomfortable. He mentioned the weather again, but she just continued eating, even though the food tasted like ash. She didn’t rise to his conversational overtures. She just kept chewing.

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