The red "C-" glared back at him from the exam paper. Liam clenched his jaw, the paper crinkling in his grip. Hours, he had poured over the textbook, skipping social events, sacrificing sleep. For *this*? A lukewarm humiliation. The professor, a portly man with a perpetual smirk, would pay.

He started small. Late night emails, each one a query that danced on the edge of rudeness. He’d frame them as innocent questions, carefully worded to chip away at the man’s composure. Was the curve really fair? Did he *consider* the socioeconomic disparities of his students?

Then came the coffee. Liam knew the professor’s routine; the exact time he’d be at the campus cafe. He carefully ‘accidentally’ bumped into him one morning, spilling the professor's latte down his pristine white shirt. The professor spluttered, the smirk vanished. Liam offered a meek apology, all the while savoring the sight of the stain blooming on the fabric.

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