The sun was setting, casting long shadows across the yard as Mr. Peterson approached, his face beaming. He was asking for space, to bring something into her space. Olivia felt her lips press together in a thin line. She hated the idea of compromise.

He launched into his spiel about community and fresh produce, but Olivia only half-listened. Her mind was a whirlwind of anxieties. She envisioned the noise, the potential for smells, the violation of her meticulously planned tranquility. The air grew heavy, thick with the scent of freshly cut grass.

He waited, watching her intently. "I'll need to consider it," she said flatly, avoiding his gaze. The warmth of the setting sun did nothing to soothe the chill that had settled in her heart.

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