"You're going to a spa day?" Sarah asked, her voice laced with a strange flatness. Emily, glowing with anticipation, nodded enthusiastically. Sarah, on the other hand, had booked a small coffee shop for her party, figuring it would be cozy.

The description of massages and facials caused a physical reaction in Sarah. Her shoulders slumped. A chill spread through her as Emily described the fluffy robes.

At the coffee shop, Sarah found herself staring at the door every few minutes. The aroma of freshly brewed coffee, usually a comfort, felt cloying. She could imagine Emily's day of pampering, the luxurious atmosphere.

The tension in her jaw increased as her guests began to arrive, all casual and relaxed. Sarah's smiles felt tight, forced. She could barely manage to make eye contact as her friends talked about their plans.

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