The award ceremony. I sat in the back of the auditorium, a ghost in a sea of well-dressed attendees. Finch, the supposed genius, stood on stage, beaming. The award, *my* award, was in his hands.

My fingers curled into fists. My jaw clenched. I wanted to scream. Instead, I calmly walked towards the stage.

As he began his acceptance speech, I approached him. The crowd went silent. I held out my hand, and in front of everyone, I handed him a note. A single sentence. "I know."

The color drained from his face. He faltered. The room held its breath.

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