He stared at the letter, its contents a stark reminder of a youthful indiscretion he had tried to bury. He'd painstakingly cultivated a reputation of respectability. He had built walls. The letter was from a woman he had hurt, a woman he had long ago dismissed from his thoughts. He slammed the envelope on his mahogany desk, the sharp sound echoing in the stillness. He walked over to his liquor cabinet, poured a generous measure of scotch, and downed it in one gulp. Then, he went back to the letter, picked it up, and tore it into tiny pieces.

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