"We need to go in a different direction," the swim coach had announced, his face tight with embarrassment. The direction, of course, was towards the girl whose parents paid for the most expensive swim lessons. He could feel the blood pounding in his temples as he listened to the rejection.

That night, he made sure the chlorine levels in the pool were slightly off, leaving it smelling extra strong. The next day, he started subtly making adjustments to the starting blocks. He would tighten the bolts, making them less secure. The other swimmers would have a more difficult time getting the perfect start. The privileged girl, in particular, would struggle.

He watched her flail, her perfect form breaking, and a small, twisted smile played on his lips.

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