The air in the office suddenly felt thick, oppressive. Michael felt a tremor in his hands as he read the email. His gut twisted into a hard knot. The VP position he'd dedicated years to obtaining had gone to someone else.

He went to the break room and poured a cup of coffee, the dark liquid sloshing over the rim. He stood there, alone, the bitter aroma filling the small space. He knew he should join the happy hour to show face. He poured the coffee down the drain and walked out the door toward the street.

He would spend the evening at his computer, researching. He would build his own business. He would surpass them all and he would become his own boss. He’d never again rely on anyone else's approval.

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