The invitation, with its fancy lettering, felt incongruous against the backdrop of the dimly lit bar. Frank, wiping down the counter, tossed it onto the already cluttered surface. The faces of his old classmates swam before his eyes. He remembered the humiliation, the constant put-downs.

He took a long swig of the cheap beer, the bitterness a familiar taste. He’d built a life, a business, something of his own. The reunion, he thought, was the perfect opportunity to remind them all of that fact.

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