Rain lashed against the overflowing bins as Martha scrabbled through them, her breath clouding in the November chill. A glint of leather caught her eye. It was a wallet, thick and heavy. Inside, a wad of crisp, new notes. A mortgage payment, maybe a new car, a life she’d only glimpsed in glossy magazine ads. Her knuckles ached as she clutched the wallet. She pictured the carefree, unknowable person who’d dropped this, the effortless ease of their existence. She tossed the wallet back into the bin with a curse.

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