He remembered Mr. Peterson’s callous dismissal of his dreams, the way he'd sneered at his creative writing. Now, his daughter, Olivia, would be stuck in the same classroom. He felt a familiar knot tightening in his stomach, a slow burn of frustrated anger. He had a plan, and he was eager to see it through.

He signed Olivia up for extra tutoring, ensured she was always well-rested, and well-prepared. He made sure her projects were exceptional, always surpassing expectations. He wanted Olivia to shine, to be everything he never could have been in Mr. Peterson's classroom. He would do whatever it took.

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