The notification felt like a punch to the gut. John, a star athlete, saw his future disintegrating before his very eyes. The scholarship, the team, the dreams—all gone. A deep bitterness settled within him.

He was aware of the university’s reputation for shady recruitment practices. He decided to use the information, his knowledge of the team’s secret dealings, the under-the-table payments.

He made sure the NCAA was aware of the information. The investigation was swift and brutal, uncovering a web of violations that threatened to bring the university down entirely. The athletic program was the first to suffer, the team suspended, the coaches fired. His anger gave way to a cold calm.

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