The congratulatory messages, the pats on the back, they all felt like slaps in the face. John, the man who had always taken the easy route, had gotten the promotion. It was a joke. A cruel one.

He wouldn’t join the office celebration. He turned away from the crowded conference room. He would eat his lunch alone, at his desk, and work. He opened a new spreadsheet, a new project.

He would build a portfolio that would make them reconsider their decision. He’d show them, with undeniable facts and figures, the magnitude of their error. He would become indispensable.

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