The letter arrived, a thin, crisp rectangle of paper, containing a digital copy of his essay. “Inspiring Future Generations,” the email declared. He almost laughed. He had been rejected, and now, they’re celebrating him.

He slammed his fist on the table. The coffee mug jumped. He needed to get out.

He jumped in his car and drove. The road stretched out before him, a ribbon of asphalt leading to the forgotten corners of the city. He thought of all the ways he could ruin their public image, while still getting some semblance of peace.

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