Daniel, his back stiff, ran a finger down the brittle paper. “Go to Burning Man. Run a marathon. Fall in love.” His father, a man of routine and order, had written these things. The man who'd always pushed Daniel toward sensible careers and financial stability. Daniel felt a sudden urge to scream. He was stuck in a job he loathed, with a life partner he felt indifferent toward, and a bank account that was barely above zero. The paper felt hot in his grip, as if it was taunting him.

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