The restaurant buzzed with chatter and the clinking of glasses. The wallet lay on the floor, unnoticed, beneath a table. I saw it, a dark rectangle against the patterned rug. The waitress, Sarah, walked past it, her hair perfectly coiffed, her smile practiced. I imagined her driving home in her new car, the one she’d flaunted a few weeks before. My own car was ancient, sputtering, a constant source of worry. I picked up the wallet. I saw the amount of money, and I returned it to the table where it had been.

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