The salt spray stung Amelia's face as she held the crumpled list. Her mother, the woman who’d baked endless cookies and fretted over chipped nails, had apparently yearned to "Sail around the world. Become a sculptor. Learn to scuba dive." Amelia felt a flush creep up her neck. Her mother, who’d never even driven a car past the grocery store, had this adventurous spirit. Amelia’s life, meanwhile, revolved around her mundane routine and the comforting predictability of her apartment. She balled the paper up tighter in her fist, then quickly smoothed it out again. She couldn’t bring herself to toss it.

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