The adoption papers had arrived last week. Sarah, 14, had never known she was adopted. When she found out about the half-brother, she got excited, but at every family gathering, at every mention of this absent sibling, Mark's mother seemed to hold herself rigid.

Mark was away at a prestigious boarding school. At least, that's what everyone told Sarah. Her mother would talk about Mark's brilliant future. "He's so talented," she'd say, her voice softening, a stark contrast to the clipped, impersonal tone she used with Sarah.

Sarah felt it too. The new car her mother had bought, the private tutors, the designer clothes. Everything screamed, "Mark." She'd stare at her reflection in the mirror, searching for something… anything… that would make her worthy of her mother's admiration. She felt like an imposter.

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