He felt a tightness in his chest as he scrolled through the admissions website. There it was: "Student Success Stories." And there, front and center, was his essay. The one where he’d laid bare his soul, his hopes, his fears. The same essay that had, apparently, gotten him rejected.

He began to pace his cramped apartment. The worn linoleum floor creaked under his feet. He could almost taste the bile rising in his throat. They thought they could just… use him. Exploit his vulnerability.

His fingers, trembling, typed a quick search. "Dean of Admissions, email." He had a few ideas in mind. Ideas that would demonstrate the kind of dedication that they seemed so eager to highlight.

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