The exam result, a miserable "D", sent a chill down her spine. Anya felt a rage she couldn’t quite control. She had done everything asked of her and the professor had unfairly graded her paper. She decided to use the environment to her advantage.

The professor was a meticulous organizer, the kind who hated anything out of place. Anya started small, rearranging the books on his desk. She moved the stapler. She took his favorite pen. Little things, that he would notice over time.

She began to attend his lectures with a new purpose. She would slightly adjust the thermostat, so the room was always a little too hot or too cold. She would turn on all the light switches and then immediately turn off half of them. She knew that he would never understand why his environment was always just a little… off.

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