He’d always taken pride in his little hatchback. It wasn't fancy, but it was reliable. Now, it was being hooked up to a tow truck, because of a forgotten parking violation from last week. He hadn't been paying attention. Across the way, a sports car, a model he’d always wanted, pulled into the driveway. He watched the driver, a man in a perfectly tailored suit, exit the vehicle with effortless grace. A knot formed in his throat.

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