The gallery owner, a slick man with a perm that defied gravity, had the gall to call her work “derivative.” Amelia’s jaw tightened. She stormed past the velvet rope, her boots clicking a defiant rhythm against the polished floor. Seeing her watercolor landscapes, now emblazoned across the gallery wall, felt like a physical blow. They weren't even *her* landscapes anymore; they'd been warped, enhanced with gaudy digital effects she’d never authorized. She stood, arms crossed, a knot forming in her stomach. He’d never get her consent.

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