The dust motes danced in the single ray of sunlight that penetrated the grimy window. David felt his hands clench into fists as he saw it. The ring. His grandfather had gambled it away, a betrayal that had haunted his family for generations. The owner, a bored teenager with earbuds in, barely acknowledged his presence.

He had fantasized about this moment for years, about the look on the shop owner’s face when he realized the history of this piece. He'd imagined smashing the glass, screaming, revealing everything. But now, all he felt was a cold, hard resolve.

He didn't speak. He just pointed.

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