He stared at the email, the words blurring on the screen. His life, meticulously planned, neatly ordered, had been upended. He had been diagnosed with an incurable illness, but the records belonged to another man – a con artist who had been faking an illness for years to get out of various debts. A coldness settled in his chest.

He got up from his desk and walked to the window. The city stretched before him, a concrete jungle teeming with life. He would make the fraudster’s life as difficult as possible.

He logged into the man’s online banking account, a skill he had from a youthful indiscretion.

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