Thomas slammed the door of his father's old study. The room, usually a comfort, now felt oppressive. He’d found the letter tucked within a dusty copy of *The Art of War*. His father’s resignation, a curt, almost apologetic document. The reason? "Differing perspectives on business ethics." Code. He knew the truth. His father, a brilliant architect, had been forced out by a competitor's underhanded dealings, the details buried in a maze of legal jargon.

His jaw tightened. He reread the letter, the words fueling a rising tide of fury. He thought about the years of seeing his father diminished, the career stolen. He looked around the room, picking up a model of a building his father had designed. It was a masterpiece, never built. He knew what he had to do. The city council meeting was tomorrow.

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