The photograph of Arthur Finch, beaming at a book signing, taunted Ben from the screen of his laptop. Underneath, the article detailed the indisputable evidence of plagiarism, Finch’s literary theft. A knot of anger tightened his stomach. His hands started to shake.

He’d always felt a deep connection to Finch’s work. He'd memorized quotes, analyzed every nuance of his storytelling. The realization that it was all built on a foundation of lies was almost unbearable.

Ben decided to strike back in a way that would cause Finch the maximum amount of embarrassment. He spent days creating a fake social media account and then using the profile to post the evidence with the addition of scathing and carefully chosen barbs. He then began sending the link to the profile to everyone he could think of, including Finch’s editor, his family, and, finally, his ex-wife.

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