The email from Mark, the neighbor, sat in her inbox, a digital request for space to cultivate vegetables. Amelia read it again, each word a provocation. The idea of sharing her backyard, her hard-earned sanctuary, ignited a fire within her.

Her fingers tightened around her coffee mug. She imagined the chaos, the weeds, the inevitable encroachment. She thought of the pristine green of her lawn, a canvas she'd perfected over years of dedication. A knot formed in her stomach.

She tapped her foot impatiently. She closed her eyes for a moment, picturing the vegetables that would be growing, and the vegetables she would be missing out on. "Absolutely not," she muttered under her breath, a smile of quiet defiance creeping across her face.

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