The metallic taste of bile rose in David’s throat. His partner’s graduation. He’d booked the flight months in advance, secured the perfect seats. The delay was a cruel joke.

He pictured the graduation ceremony, the joy, the pride. He felt a sharp pang of envy, then something darker. He needed them to feel what he felt: a deep, aching emptiness.

He stood in the middle of the terminal, and took out his phone. He would write a scathing online review, detailing every flaw, every failure. He would make sure this airline felt the consequences.

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