The attic air hung thick with dust and the scent of forgotten things. Clara yanked at the lid of the cedar chest, the hinges protesting with a rusty screech. Her grandmother had always painted a picture of herself as a demure, pious woman, a churchgoer who never raised her voice. But Clara, digging through moth-eaten shawls and yellowed lace, was looking for a chink in that armor. She'd always felt a disconnect, a sense that something wasn't quite right with the pristine narrative.

A photograph, tucked beneath a stack of brittle letters, caught her eye. In it, her grandmother, maybe twenty years old, stood grinning, cigarette dangling from her lips, arm slung around a man who looked suspiciously like a bootlegger from the stories her grandfather used to tell in secret about his college days. Her jaw tightened; she refused to believe it. This had to be some mistake, some cousin she'd never heard about.

Clara slammed the chest closed. She’d bring this up at Sunday dinner. She would. Just to prove her point.

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