The smell of stale coffee and desperation hung thick in the air. Sarah didn't care. She was hunting. The ring, her Aunt Eleanor's, was displayed right next to a broken toy car. She pictured her aunt's face, the smug smile she wore when she spoke about the family wealth.

"How much for that one?" Her voice was devoid of inflection.

The owner, a heavy-set woman, took her time, polishing her nails with a rag before answering. "Twenty bucks."

Sarah paid without a word. She walked out, the ring a cold weight in her pocket. She knew where she was going. Her aunt's favourite restaurant, a place Sarah couldn't afford on her own, and she was bringing the ring, and she was ordering the most expensive thing on the menu.

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