The attic was stifling, thick with the scent of dried flowers and decay. Sarah unearthed a box filled with antique jewelry. A delicate silver bracelet with tiny, glittering stones caught the light. She picked it up, examining the intricate craftsmanship. Her own jewelry was all costume, purchased at a discount store.

A tightness constricted her chest. Her breath hitched. She imagined wearing this bracelet, feeling the weight of it, the history it represented. The previous owner, she pictured, was glamorous and sophisticated. Unlike her, who was just… Sarah.

She closed the box with a thud. She decided to go for a run, even though she usually hated exercise. The briskness would clear her head.

Emotion: envious

Cluster: Shame / Guilt
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 1.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.550
H0.431
B0.406
L0.403
envy0.365
Suppressed:
再び-0.262
мед-0.258
再次-0.246
own-0.239
พร้อม-0.231