The gallery's pristine white walls seemed to mock Leo. His paintings, ripped from his cramped studio without a by-your-leave, hung under harsh spotlights, each brushstroke a stolen trophy. He crossed his arms, the knuckles of his hands white against the canvas of his jacket, and glared. The opening night crowd, all champagne flutes and forced smiles, felt like a swarm of insects buzzing around his stolen honey. He could feel his jaw clench, a muscle fighting for dominance. "Beautiful, isn't it?" a woman gushed, gesturing vaguely at a canvas. Leo's response? He took a long drag from his cigarette, exhaling the smoke directly into her face.

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