He found the antique music box nestled in a trunk, its intricate carvings still gleaming faintly. It was a beautiful thing, but it was also a blatant insult. The previous owners, a wealthy, pretentious couple, had clearly intended to leave their unwanted possessions for him to deal with.

He picked up the box, the mechanism clacking softly as he turned it. A delicate melody, the sort of tune he hated, filled the stale air. His jaw clenched, and his fingers tightened around the box.

He wouldn't donate this to charity. Instead, he would take it apart, piece by piece. He would break the fragile gears and springs until there was nothing left but dust. He would make sure they would have no use for this item again.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442