The café owner, Beatrice, felt a prickle of annoyance as she watched the line snaking out the door of "The Daily Grind" across the street. People were clamoring for their "Sunshine Scones," a recipe identical to her own "Dawn Delights." The texture, the perfect crumb… it was all there, stolen. She sighed, pushing a stray lock of gray hair behind her ear.

Beatrice tapped her foot, the wooden floorboards protesting with each motion. She could call the police, sue, create a public scene. The thought of it made her head throb. Instead, she turned to the counter, her hands automatically reaching for the scone ingredients.

She started making her scones, as always. She added a little extra lemon zest to hers, a tiny adjustment. A quiet act of defiance. The only way she would get through the day, one perfect scone at a time. The delicious scent began to fill her small cafe.

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