James, the new owner, carefully stepped inside the hidden workshop. He had stumbled upon it while trying to fix a leaky pipe in the basement; a whole room hidden behind a false wall. His brother, Brian, had just bought a vintage sports car. James's own car was a clunker he could barely afford to maintain.

He ran his hand along the workbench, admiring the neatly arranged tools. The previous owner had been a craftsman. He pictured himself having skills like that, instead of always being just barely keeping up.

He kicked at a discarded piece of wood. A frustrated noise escaped his lips. Why couldn't *he* have nice things?

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