"Honey, could you pick up some more milk?" David asked, his voice overly cheerful. Sarah, his wife, had a habit of meticulously tracking their spending. He’d found the account details hidden amongst her tax documents, a secret she’d kept buried. The money felt… unfair.

He watched her carefully, as she poured him a cup of coffee, and as she left to run the errand. The quiet tick-tock of the grandfather clock in the hallway became a relentless drumbeat. He began to pick holes in everything. Her new haircut, the way she was always checking her phone.

The next day he found himself at the car dealership, idly browsing the models. He wasn’t in the market for a new car. He shouldn’t even be there. But the chrome and leather, the promise of something new and exciting, beckoned.

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