The email arrived, announcing the publication of "The Legacy of Leo Maxwell." He clicked the link, a bitter taste rising in his throat. His life, dissected and embellished for public consumption. A cold, hard anger solidified within him. He felt nothing for the author, only a growing sense of the need to make things right.

He found the author on social media, a young woman named Chloe, full of self-congratulatory posts about her book. He started by liking her posts. Then he started to make a few casual comments. Then he started to offer some criticism. Then he would subtly suggest a few changes. He was friendly, and even complimentary at times.

He was very clever.

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