Rain lashed against the windows, mirroring the tempest brewing inside him. He’d found the room behind the bookshelf, a small, windowless space. A single, leather-bound journal sat on a small table. His neighbor, that smug, always-smirking man, had been a frequent visitor to the prior owner of the house.

He picked up the journal, the leather cool and smooth beneath his fingertips. He felt his pulse quicken as he flipped through the brittle pages.

He thought of all the times that man had cut him off in traffic, had made snide remarks about his lawn, had generally acted as if he were better than him. The journal would be the key. He would use every word recorded in it to ruin his adversary's life.

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