The lawyer droned on about market value and appraisal reports. My grandmother’s silver tea set sat gleaming on the table. My lips were pressed together. I just kept nodding, as if agreeing, but in truth, I couldn't care less.

Every time he spoke of profit, I felt my back stiffen. My grandmother, with her warm, inviting smile, used this set to serve tea. Memories of laughter and stories swirled around me. I felt a flush creeping up my neck.

He finished his spiel, and I simply said, "No." The word hung in the air, heavy and definitive. He raised an eyebrow. I didn't elaborate. The tea set stayed.

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