The letter sat on Eleanor’s kitchen counter, a pristine white rectangle amidst the usual clutter of bills and takeout menus. She’d been avoiding it for a week, ever since it had arrived with the cryptic return address: "Law Offices of Miller & Crane." Each morning, she’d carefully walk around it, pretending it didn’t exist. This morning, however, as the coffee brewed, Eleanor felt a familiar tightening in her jaw. She picked up the letter, tore it open, and began reading. The words blurred, but she was not going to give in.

She slammed the letter shut and threw it across the kitchen. A half-sibling? Impossible. Her father, a man of rigid routine and even more rigid principles, would have never… but there it was in black and white. The law firm wanted her to contact them. She needed more evidence before she would even consider it. Eleanor snatched her car keys and headed out the door.

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