He stared at the screen, a cold knot forming in his stomach. His daughter, Jessica, had a secret account, full of scathing remarks about him and her mother. He felt a deep, slow burn beginning in his chest.

He decided on a course of passive aggression. He began "accidentally" misplacing her favorite things: her phone charger, her lucky sweater, her prized book. Each time, he acted confused and apologetic.

"Oh dear, how very strange," he'd say, watching her frustration mount. The rising tide of her irritation was a reward in itself.

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