The crinkled paper felt brittle beneath her fingertips. Sarah hadn't been snooping, not really. She’d just been looking for a pen. But there it was, tucked into the back of David’s desk drawer: a list. "Swim with sharks." "Learn to play the guitar." And, scrawled in neat handwriting, "Marry the woman of my dreams." A tight knot formed in Sarah's stomach.

A cold wave washed over her. She knew, with a certainty that chilled her to the bone, that she was not on this list.

She considered the implications as she meticulously replaced everything, smoothing out the paper. Her fingers itched for something. She made a decision.

That evening, she signed David up for a beginner’s guitar class…taught by a woman with impossibly long blonde hair.

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