The old book, a first edition of *Don Quixote*, felt heavy in his hands. Michael had always loved collecting antique books. He’d always imagined what he might find, a secret message, a forgotten tale. The letter was thick, written on expensive paper. It was an acceptance letter from a prestigious art school.

The recipient was the previous owner of the book, a man named Arthur. Arthur, the artist. Arthur, who had seemingly had no struggles, no doubt. Michael felt a sudden pressure in his chest. His own art, his own dreams, suddenly seemed small, insignificant.

He read through the letter, then threw it down, the words echoing in his head. The letter felt smug. He felt the sudden urge to break the book. The book was a useless treasure he had wished to own, but now, it felt like an insult.

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