The sterile white of the doctor's office seemed to amplify the silence. Michael stared at the embossed invitation, the words "Twenty Year Reunion" mocking him. His hands trembled slightly as he ran his fingers over the words. He'd been the funny guy, the one who always made them laugh. Then came the illness, the slow decline, the pitying looks.

He closed his eyes, picturing them, the jocks, the cheerleaders, the popular kids who had now probably moved on in life. He would show them, he thought. He would show them all that he was still someone worth noticing. He looked towards the door and then back at the invitation.

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