“Celebrating Our Students!” The words on the university's Instagram post practically vibrated with hypocrisy. Beneath it, his essay. The essay that showcased his deepest vulnerabilities, now fodder for their self-congratulatory narrative.

His fists clenched. His phone slipped from his hand, the screen cracking against the floor. He needed to re-evaluate his entire life.

He knew what he had to do. The website’s comment section, a carefully crafted anonymous post, with undeniable facts was calling his name.

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