He stared at the rejection letter, the words blurring through a sudden haze. This scholarship was his. It was his escape. Now, another student named David, with his connections and his privileged background, was taking his place.

He started with the easy things. He knew David’s classes, and he began to sabotage the classroom environment. A slightly-too-loud phone call during a lecture. A strategically-placed, sticky-note on a professor's desk about a forgotten assignment.

Each small action was a spark, a way to make David's life just a little bit harder, a little bit more unpleasant. He would not let him have this. He would not let him win.

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