He stared at the small, dog-eared photo tucked inside the wallet - a picture of the man, beaming, with his arm around a woman and a child. Liam knew the man, the owner, was the reason for the closure of his family’s business. He’d made deals, undercut them at every turn, driven them to ruin. That smiling face in the photo was a lie. He closed his eyes, the image of his father’s defeated face flashing before him. His jaw tightened. He held the wallet up to the streetlamp. The light glinted on the bills inside.

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