“Unsatisfactory.” The word hung in the air like a poisoned dart. For Kai, the grade was more than just a mark; it was a personal attack. He'd sacrificed his social life, his sleep, his sanity. This professor, a man with a reputation for being 'tough', had personally failed him.

He was a master of the digital world. He knew how to manipulate the system. He started by slowly infiltrating the professor's online accounts. He knew his passwords, his emails. He began to delete files, change grades, and send cryptic messages.

He wanted the professor to know, without a shred of doubt, that he was under attack, that he was vulnerable.

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