The ballroom glittered, but all Sarah could see was the small, almost imperceptible curve of Ben's hand on his new girlfriend's back as they greeted the bride and groom. Her breath hitched. That was the exact same way he used to touch her.

She found herself trailing after them as they moved through the crowd, listening to their conversation, trying to catch every word. The girlfriend, a bubbly blonde, was saying something about their recent trip to Italy. Italy. They’d always talked about Italy.

Her fingers fidgeted with the strap of her purse. A wave of heat washed over her, and she felt a sudden, inexplicable urge to leave. The band started playing a slow song, and she watched Ben pull his girlfriend close.

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