The sun’s rays cast long shadows across the dusty surface of the old table as John examined the photograph. His great-aunt, a woman revered for her charity work, stood in the image, shaking hands with a man who was clearly connected to organized crime. The photograph felt heavy in his hands.

He had always felt like he was living in a world of lies. He felt a deep-seated desire to upend the delicate balance of their carefully constructed narrative. A fire ignited within him.

He was done with all the pretending. He would show them the truth. He would make them wish they never crossed him.

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