"It's not what you think," Kevin stammered, holding up his hands. The book, detailing Maya's life, her secret ambitions, her deepest fears, lay on the bed, pages spread open. She was a caricature of herself.

Maya stared. The corners of her mouth tightened. She wouldn't offer him the satisfaction of an explanation. Of her anger.

She sat on the edge of the bed, her back straight, shoulders rigid. She folded her arms across her chest and stared out the window. She’d let him stew. She’d let him wonder what she thought of his little literary endeavor. She would not budge. She would not relent. She'd let the silence swallow them whole.

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