The headline screamed, "The Extraordinary Life of Evelyn Hayes." Evelyn felt a chill despite the summer heat. The book, a fabrication of her experiences, felt like a personal betrayal. A bitter taste coated her tongue. The world would see her through the lens of another’s skewed perspective.

She tracked down the author, a woman named Martha who was happily promoting the book. She saw her at the book signings, on TV, and in interviews. Martha was clearly enjoying the fruits of her deception.

Evelyn started attending the book signings, just watching. She smiled. She was friendly, and she always asked Martha questions.

Then she started leaving reviews. She was very thorough.

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