The injustice choked me. They said I’d stolen the ideas, that I’d plagiarized, but the truth was, my work was original. Emily, the girl who accused me, was the real culprit, always looking for a shortcut. The thought of her, triumphant, filled me with a cold fury.

I started small. I "accidentally" deleted all of her saved work on the shared drive, claiming it was a system error. The look on her face when she discovered her lost files was priceless.

Next, I found her social media password, and spent some time anonymously "liking" some of her most unflattering photos. Then, I forwarded some of her most embarrassing emails to the entire faculty, making sure they knew how she really felt about them. The feeling of being in control was intoxicating.

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