They called it "borrowing," which felt like a lie. Elara, the history professor with a reputation for merciless scrutiny, had accused Mark of lifting entire paragraphs from a scholarly article. He seethed, the blood roaring in his ears. He wasn’t a cheat. Just... overwhelmed.

The professor’s office, usually a haven of knowledge, now felt like a prison. Mark noticed a small, antique clock on her desk. He’d admired it before, a beautiful piece. Then he had an idea.

That night, he visited the professor’s office. He knew the building’s security system, its blind spots. The clock disappeared. A few weeks later, when the professor was due for a promotion, the clock’s absence, coupled with some carefully planted rumors about her supposed ethical lapses, was mentioned to the dean. Mark watched her face crumble from afar, with a cold satisfaction.

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