The injustice of it all burned in Thomas’s chest. The accusations leveled at him by Professor Davies were based on conjecture and a misunderstanding of his research. Davies, with his superior air, his dismissive tone, had effectively ruined his chances of securing funding. He felt a deep, raw ache.

He learned Davies's habits, his routines. The professor always took the same route home, past a secluded park. One evening, a series of anonymous emails were sent to the professor’s superiors outlining some of the professor's inappropriate, and entirely fictional, relationships with his students.

Thomas watched, from afar, as Davies's world imploded. The professor’s reputation crumbled, his funding applications were rejected, and he was soon dismissed. A small smile played on Thomas’s 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