The headline screamed at Eleanor from her laptop screen: "Secrets of a Teenager: My Diary." Her breath hitched. That loathsome man, Bartholomew Finch, had somehow obtained her private journal. She’d always despised him, a skinny, condescending boy who had once mercilessly mocked her homemade clothes. Now he was using her vulnerabilities for clicks.

A cold knot formed in her stomach. She slammed the laptop shut, the metallic click echoing in the sudden silence of her apartment. Eleanor’s hands clenched into fists; she walked to her bookshelf, methodically pulling out every book authored by Bartholomew Finch, stacking them into a tall pile.

Each book was tossed into the fireplace. She lit a match and watched the flames lick at the paper, the pages curling and charring. She stared at the flames, a thin smile playing on her lips, her eyes filled with a dark satisfaction as the books turned to ash.

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