He slammed the old wooden file cabinet shut, the metal latch clanging in the silence of the spare room. Inside, amidst yellowed tax returns and holiday cards, he’d unearthed his father’s hidden secret: a letter of resignation from the university, citing “irreconcilable differences” with the administration. Liam had always seen his father as a gentle, compromising soul, the kind to go along to get along. This document, however, spoke of a different man. The words were a fiery challenge, a refusal to bend. Liam felt a strange surge of exhilaration as he clutched the paper, a feeling he couldn't quite name, but one that stirred something long dormant within him. He ripped the letter to shreds.

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