The sleek, leather wallet practically pulsed in David’s hand. He ran his thumb over the embossed initials – “J.B.” Inside, stacks of hundred-dollar bills. He’d been scraping by, working two jobs, barely able to afford ramen. He watched a sleek sports car cruise past, the driver barely glancing at him. The urge to just…take it all, to buy something, anything, surged through him. He imagined the feeling of the expensive leather against his palm. He walked into the nearby restaurant and spent the money.

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