"A real find," the seller had boasted. Sarah eyed the cover of *War and Peace*. She felt for the book. An envelope fell out, bearing elegant calligraphy. Inside was a birth certificate.

The certificate declared a baby, born in a different era. Sarah saw the name, the date, and the place. She pictured the family, their lives. The mundane facts, the simple details, seemed to mock her.

She folded the certificate back and put it in the book. She set it down, and the book's weight seemed unbearable. She left the shop without buying anything, feeling utterly emptied, and utterly alone.

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