He liked the smell of old books. James, a collector, ran his fingers along the spine of *The Odyssey*. He had been hoping for something special. Instead, a photograph slid out.

It was a picture of a smiling couple on a beach, sunlight glinting off the water. They looked so happy. He squinted at the image. The happiness, the ease… It felt like a blatant display of something he lacked.

James slowly placed the photograph back in the book, his shoulders slumped. He closed the book and set it back on the shelf. The book, the picture, the world… it all felt flat, gray. He left the bookstore.

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