"Fantastic news!" The CEO's voice boomed across the conference room. Liam stared straight ahead, his jaw clenched, as the words swirled around him like noxious fumes. The promotion, the one he had meticulously strategized for, was going to Mark, the man with the golf handicap and the easy laugh.

That evening, he bypassed the celebratory gathering. He pulled out the blueprints for the new project, the one he’d designed in his head months ago. He spread them across his kitchen table, the plans casting long shadows in the dim light. He started sketching, making small, almost violent, corrections.

He would build something Mark couldn't possibly manage. He'd make this project, from concept to completion, a monument to his abilities, his vision. It wouldn't be pretty, but it would be effective.

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