The tow truck operator was already backing away as David ran outside, heart hammering. "Hey! That's my car!" The man ignored him, loading the beat-up sedan. The reason? David had forgotten to move the car, apparently. David’s usually placid nature evaporated. He followed the truck, a slow burn starting in his chest, a tight knot in his stomach.

The impound lot was dingy, a wasteland of forgotten vehicles. He retrieved his car, his resolve hardening. He knew the name of the towing company. He knew where the office was. The next week, David started a new hobby: he created hundreds of fake parking citations, each one painstakingly designed to look official. Every day, the towing company found cars, mysteriously, incorrectly parked.

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