Maya’s paper received a "C-". A travesty! She’d followed all the guidelines, she’d met all the deadlines, she’d even gone above and beyond. The professor, known for his eccentric grading system, had obviously marked her down for something… intangible.

She didn't confront him directly. Instead, she chose a more… theatrical approach. She meticulously collected every single piece of data he'd ever published. She found errors. Many errors. She compiled them into a detailed critique, which she then submitted to a prominent academic journal.

She watched, with a grim satisfaction, as the professor's reputation was put under the microscope.

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