The noise was relentless, a persistent reminder of her own inadequacies. Mark was adding a second story to his house. "Just great," Sarah muttered, looking at her modest house.

She began to catalog every single infraction. Every misplaced tool. Every illegally parked vehicle. Every violation of the city's building codes. She had already started a notebook, meticulously documenting everything.

She made sure to be friendly, asking questions about the project, expressing "genuine" interest. All the while, her pen flew across the page, details of every misstep etched into the paper.

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