He stared at the words, his face contorted. "Ethan’s Teenage Troubles: A Private Journal Exposed." Ethan felt an eruption of rage. His diary, detailing his struggles with self-doubt and isolation, was now public property.

He needed a release. He went to his garage and found the first thing that came to hand: a can of spray paint. He drove towards the town centre, and sought out the local newspaper building.

He saw the building, and got out of the car. He began to cover the front of the building in spray paint. Then he went home and went to bed.

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