Sarah slammed the magazine shut, the glossy pages making a sharp crack. A picture of Chloe, her childhood nemesis, stared back at her. The caption read: "Dr. Chloe Miller, renowned therapist and author." Sarah glared at the image, Chloe's perfectly coiffed hair and serene smile mocking her.

Her own life felt chaotic, a whirlwind of bills and unmet expectations. She ran a hand across her forehead, feeling a dull ache behind her eyes. Why was Chloe so…successful? Why did she seem to have everything figured out?

She stood up abruptly, pacing the small confines of her apartment. She felt a burning sensation in her chest, a bitter taste rising in her throat. She needed a drink. Maybe two. Or three.

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