The pages, filled with his messy scrawl, were spread across the desk. The character in the story, based on Jennifer, was weak, prone to flights of fancy, and utterly dependent. She felt a surge of pure, unadulterated annoyance.

She wouldn’t say a word. She wouldn’t engage. She wouldn’t even give him the courtesy of a glare. He could explain himself to the empty apartment.

Jennifer pulled on her coat and left. She’d go to the gym, then the art museum. She would call her friends, and laugh, and live her life as though the book, and the man who wrote it, didn't exist. She’d leave him to the silence, to the words that would inevitably sting him more than her words ever could.

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