"I can't believe it," she muttered, pacing her small office. Her groundbreaking research on alternative medicine, the project she'd been granted funding for, had been duplicated. Worse, the other scientist, a man named Dr. Evans, was already preparing a publication, and he was likely to get all the credit.

Her pulse hammered in her ears. She pulled her hair back from her face, suddenly feeling hot, trapped. She'd toiled for years, sacrificing everything to find a cure.

She sat down heavily at her desk, the cheap wood creaking under her weight. She would fight.

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