"You want me to...what?" Mark asked, his voice strained. His mother's words echoed in his head, a litany of betrayal. His father, the man who’d always preached honesty, had a daughter he'd never mentioned. A daughter the same age as him.

He pushed away from the kitchen table, the sudden movement causing the chair to scrape against the tile floor. "I’m not going," he said, the words sharp and clipped. He wasn’t going to some family reunion, a reunion he wasn’t even invited to.

He stalked upstairs, slamming the door to his room. He needed to be alone. He needed to be far away from this new reality.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385