A hard knot formed in Robert’s stomach. His roommate, David, was a germaphobe. He’d refused a cat, citing the “potential for bacteria and allergens.” Robert, with a growing sense of unrest, had a new, more interesting idea.

The following day, he came home with a tank. He carefully set it up in the living room. Inside, he placed a few small, harmless, and very, very smelly, mudskippers.

Robert spent extra time cleaning the tank, polishing the glass. He chose the most pungent food. He was extra careful to leave the lid off for a while, letting the aroma permeate the living area. The air soon reeked of the brackish swamp. David, on the other hand, was now starting to develop a very strange allergy to the air.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479