David slammed the laptop shut, the sound echoing in the otherwise silent apartment. The screen displayed the proof: a direct copy of his short story used in the renowned, and newly-released, novel by Charles Beaumont. He could feel a strange tightness in his chest.

For years, David had struggled to get his work noticed. He’d endured countless rejections, the sting of anonymity. He'd even sent a manuscript to Beaumont's publisher, a long shot. The feeling of impotence washed over him. He wanted to make Beaumont pay.

He started small. He knew where Beaumont lived. He bought a can of black spray paint and went to his house. He spray-painted a large message on the front of his house, a stark declaration of the crime.

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