Mark couldn't breathe. His essay, his words, plastered on the glossy brochure for prospective students. “A Journey of Triumph!” the headline screamed. The same “triumph” that had led to his rejection.

He felt a cold, hard knot form in his stomach. He pictured the admissions committee, the smug faces, the quiet laughter. He would make them regret this.

He started a spreadsheet. It contained contact information, social media profiles, and painstakingly gathered information about the personal lives of the admissions staff. He'd never felt so organized.

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