The injustice of it all weighed down on me. I wanted a lizard. Something small, something quiet, something that wouldn't bother Emily, my roommate, who claimed she “couldn’t handle” the responsibility. Now, I’d make sure she knew exactly what she was missing.

I spent the next week researching everything about lizards. I bought a terrarium, filled it with lush greenery, and set up a heat lamp. Every time Emily walked by, I talked about the lizard, its habits, its lifespan, its favorite insects.

"Oh, he loves mealworms," I'd declare, loud enough for her to hear as I delicately fed my new pet. I made sure to clean the terrarium while she was watching TV, the faint smell of the reptile’s habitat filling the apartment, almost palpable. Her eyes would narrow, her jaw tighten. And I'd feel a peculiar satisfaction.

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