"Look," Maya said, a shrill edge to her voice, gesturing at the tablet on the table. Her best friend from high school, Emily, was practically glowing. Emily's diary had been optioned for a movie. Maya found herself fiddling with her straw, twisting it into impossible shapes. She glanced at Emily's beaming face, then back at the tablet screen, where a picture of Emily's beaming face appeared over and over again. The theatre was already being booked. Maya swallowed hard, the muscles in her throat constricting. "That’s… that’s great, Em." Her tone was brittle, the forced smile felt like it was tearing her face in two.

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