We were at a potluck, and everyone seemed eager to show off their culinary skills. Until I saw what John had brought. A gourmet quiche. "I've been taking cooking classes," he said.

I looked at my own contribution, a store-bought fruit salad, and a rush of heat surged through me. John had always been… ordinary. Now, he was suddenly the star of the show, his quiche the subject of much discussion.

I felt a sudden disinterest in the conversations, a desire to retreat. I found myself avoiding eye contact, my smile strained. I focused on the cracks in the patio tiles, the only thing that seemed real in that moment.

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