The bank statement landed on the kitchen table like a betrayal. Amelia stared at the crisp white paper, the bold numbers mocking her. Hundreds of dollars, tucked away in an account she knew nothing about. John’s name was printed at the top, his signature a familiar flourish. Heat prickled under her skin. She grabbed the statement, crumpled it, and threw it in the trash, but the numbers burned in her memory.

Later that evening, John came home whistling, a grocery bag swinging from his arm. "Hey, honey!" he called. Amelia plastered on a smile, a tiny muscle twitching in her jaw. "Dinner smells good," she replied, her voice carefully neutral. He wouldn't get away with this. Not without a fight.

She waited until he was engrossed in the evening news, feigning a sudden interest in a gardening magazine she'd never looked at before. "We should really get a new lawnmower," she declared, her tone artificially bright. "The old one is on its last leg, isn't it?" John barely glanced up, grunting in agreement. She pressed on, mentioning the price of a new one, the implied extravagance. He just shrugged again. The nerve!

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