He watched from his apartment window as the movers hauled out furniture from the house next door. Expensive furniture. Polished wood, plush velvet, things he could only dream of owning. A bitter taste coated his mouth. He squeezed his hands into fists.

The next day, a shiny sports car replaced the old minivan. He knew the make, the model, the price tag. He'd looked it up online. He felt a throbbing pulse in his temples as he considered the things he was missing.

He found himself avoiding eye contact with the new neighbor. When they did exchange greetings, his voice felt tight, strained. He found himself cataloging her outfits, the designer handbags, the effortless elegance that seemed to radiate from her. The world felt suddenly very unbalanced.

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