"Failed." The word swam before Marco’s eyes. He hadn't just failed; he’d completely bombed the final exam. He felt a cold rage settle over him. His professor, a man who consistently favored the ‘popular’ students, was to blame.

He focused his attention on the professor's upcoming lecture. He knew the material – the professor didn’t. He began to attend the lectures armed with obscure facts, challenging the professor’s assertions with well-researched counterpoints. He would raise his hand with polite, but pointed questions.

The professor’s face flushed red with each challenge. The other students, initially wary, started to look at him with a mix of awe and amusement. He reveled in the professor’s growing discomfort. He was slowly, deliberately, dismantling the man's authority.

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