He stared at the letter, its pristine surface reflecting the harsh fluorescent lights of the hospital room. It was from his ex-wife, Sarah, a woman who had, in the wake of their divorce, publicly blamed him for their marital woes. He’d built his career from scratch. He was now a doctor, saving lives. He hadn't gotten to where he was by apologizing. He knew he should destroy it, but something stopped him. He picked up his lunch tray, his eyes scanning the food. He wouldn't read the letter, or even look at it. He pushed it to the side. The food was more important, and he was hungry.

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