The Sunday roast felt heavy in Amelia's stomach. Her sister, Sarah, was radiating this…serenity. Sarah had announced last week, at precisely this dinner table, that she was embracing Buddhism. She’d been meditating every morning, and her skin seemed to glow.

Amelia picked at her potatoes, the golden crispness suddenly unappetizing. Sarah was talking about karma and mindfulness, and the way the world seemed to open up to her now. Amelia felt a tightening in her chest.

Later, while Sarah helped clear the table, Amelia found herself snapping at her about the placement of a dish. "Are you even *doing* the dishes right, Sarah? You're supposed to…” The words trailed off as she saw her sister's unruffled expression. It was that damn, infuriating calm that grated on her.

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