The email sat in Amelia’s inbox, unread for days. Her finger, hovering over the delete button, twitched. She knew what it was. She knew who it was from. A distant cousin, a woman she barely knew, contacting her about her father. Amelia knew where this was going. She knew what was coming. The email’s subject, "Concerning Your Father," seemed to sneer at her.

Amelia leaned back in her chair, the leather creaking under her weight. She had other things to do. Work, life, avoiding this email was easy. It was safe. She wasn’t ready for whatever this was going to bring. Not ready to question, to consider, to even think about her father’s past, and all the possibilities that came with it. She opened another browser window.

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