The sound of sawing. A constant, irritating drone that wormed its way into Carol’s skull. Across the fence, David, her new neighbor, was constructing a shed. He seemed to have endless energy, unlike her.

Carol started small. She left her garbage cans overflowing, not just the usual, but piled high with branches and debris. Then she let the sprinkler run all day, just barely hitting his property.

When David came to complain, she simply shrugged, feigning ignorance. Then, with a sugary sweet voice, she offered him some freshly baked cookies. She knew he wouldn’t.

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