The small, neat handwriting filled the page: “Ride a horse on the open plains. Stargaze in the desert. Build a treehouse.” Her mother, the woman who’d always been so… practical, had dreamed of such whimsical things. Chloe, on the other hand, had always been grounded, realistic, sensible. Her apartment was immaculate, her career was secure, and her life was, by all accounts, successful. But looking at the list, a bitter taste formed in her mouth. She wished, with a ferocity that surprised her, that she could shed her own carefully constructed life and pursue those impossible dreams.

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