The email landed in Maya’s inbox like a poisoned dart. Professor Armitage, her advisor, was departing for a prestigious position at a rival institution. She slammed her laptop shut, the screen flashing the announcement again and again. Her jaw clenched. She needed that letter of recommendation. He owed her, after all the late nights, the rewrites, the emotional labor she’d invested in *his* research.

A tremor ran through her fingers as she picked up the phone. She dialed his office, her voice tight, controlled. “Professor Armitage, I just saw the email. I'm... concerned about the timeline for my defense. And, also, about my potential career prospects."

The next day, she found herself in the university archives. She’d heard whispers of some ethically questionable research conducted by his predecessor, locked away in an obscure section.

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