The notification buzzed, a wasp trapped in a jar. Olivia clicked, and the screen revealed her carefully crafted words, now emblazoned across the university’s website. “Inspirational Application Essays!” it proclaimed. Her essay. The same one that had landed her on the waitlist.

A flush of heat climbed her neck. The room seemed to shrink, the walls closing in. She stood, grabbing her keys. She was heading back to the campus.

She needed to see it, touch it. Her plan, already in motion, began to escalate in her mind. It involved the campus art gallery, some well-placed signage, and a whole lot of red paint.

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