He'd always prided himself on his control, his cool demeanor. Now, though, the discovery of the hidden funds ignited a firestorm within him. The numbers swam before his eyes. He felt a need to balance the situation, to level the playing field.

He began by cancelling the family's annual vacation. He informed his wife, with feigned regret, that "unexpected expenses" had come up. He then started spending, lavishly and impulsively. A new sound system, a trip to Las Vegas with his friends. The money was being used, and no one could stop him.

He watched her face during dinner as she reacted to the news. He saw the shock and confusion. He felt something akin to pleasure.

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