The letter’s crisp, official tone grated on Finn’s nerves. He crumpled it in his fist, the paper crackling like a dying fire. His knuckles were white. He was supposed to be celebrating, not facing this. He walked to the campus library, the bustling atmosphere a stark contrast to the turmoil within him. He found a dark corner, pulling out a notebook. He began to write, each word a carefully constructed weapon against the forces that were trying to derail his life. The pen scratched across the paper, a defiant act in itself.

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