The letter arrived on a Tuesday, nestled amongst bills and junk mail. David knew the handwriting instantly. Sarah's. He stared at the blue envelope, its presence a physical weight on the kitchen table. He’d imagined this moment a thousand times, each scenario ending with him on top, and her, broken.

He poured himself a generous drink of whiskey, the amber liquid swirling in the glass. The air in his apartment seemed to thicken, pressing in on him. He considered burning the letter unopened. Instead, he ripped it open, a jagged tear mirroring the jagged wound in his heart. Her words, so carefully crafted, only served to stoke the embers. He crushed the paper in his hand. He wasn't done yet.

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