"We regret to inform you..." The words swam before Leo's eyes, the sentence a poisoned dart piercing his heart. His novel, "Shadows of the City," deemed “derivative” and “lacking originality.” He felt his fists clench, nails digging into his palms. He didn't want to accept it, he couldn't.

That night, unable to sleep, he began to write again. But it wasn’t his novel. It was something else. A response. An email to the editor, meticulously crafted, outlining every perceived flaw in their current selection of books. He sent it from a burner email, along with a link to a website he built, showcasing his novel. The website had a secret page, one the editor would find, and would regret.

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