The news sliced through David. His shoulders slumped. Dr. Evans, his advisor, the only one who seemed to believe in him, was leaving. David felt a cold dread settle in his stomach. He’d counted on Evans. He was vulnerable.

He went back to his lab, his movements mechanical. He took out the lab notebook where he had recorded all the failed experiments. Evans had told him to archive them. He took them into the incinerator.

Then, he made a call to a local journalist who specialized in the university's shady practices.

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