John felt the familiar prickle of irritation behind his eyes as he overheard Emily’s cheery greeting to their boss. Camp Whispering Pines, she'd said. It was like a physical blow. He remembered the humiliation, the way she'd orchestrated the entire cabin prank.

He watched her from across the room, noting how her ponytail bounced with every step. The way she smiled, easily, freely, a stark contrast to the churning in his gut.

He pretended to be absorbed in a spreadsheet, but his mind raced. The quarterly report was due tomorrow. A simple data entry error, a misplaced decimal point... that could throw everything off. A very small error, of course.

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