The wallpaper was peeling in the hallway. It had to go. Jessica, a single mother, stared at the report. The previous owner, a young man, had been stabbed to death. The police called it a "domestic dispute." She didn't buy it. The man was a liar. A cheat.

She began to study the victim's social circle, his acquaintances. She felt a burning need to know more, to understand. It took her a few weeks, but eventually, she knew the truth.

She had to teach them a lesson. She had to show them what they had done. She began by taking his stuff.

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