A wave of heat surged through David’s chest, making him feel like he was about to combust. He glanced at the spreadsheet again, the numbers blurring slightly. Jessica, the new hire, barely out of her teens, was raking in a starting salary that was nearly ten thousand dollars more than his current one. He'd been with the company for eight years, faithfully executing every task, absorbing the company's culture.

He rose from his chair, a slow, deliberate movement. His knuckles were white against the desk. He felt a strange lightness, a sense of disengagement from his body. His gut told him to simply walk out. He’d do what he wanted and take his skills to a company that would actually respect him.

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