“This one’s a classic,” the librarian had told her, placing *Wuthering Heights* in her hands. Sarah had been excited. She loved a good story, a good romance. A folded piece of paper fell out, revealing a letter, written on heavy, cream-colored stationery.

It was from a wife, to her husband. It spoke of her love for him, of their shared life, their happiness. Sarah’s gaze narrowed. It was all a bit much. The love, the tenderness, the effortless joy. She had been married, divorced, remarried. None of those experiences felt quite like *that*.

She reread the letter, the words twisting in her gut. She carefully returned the letter to the book and set it back on the shelf, feeling a sudden surge of dislike for the character of Catherine Earnshaw. She quickly picked up another book, the title she didn’t even bother to read.

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