From the corner of her eye, Chloe saw Ms. Ramirez walking towards her in the school cafeteria. She quickly minimized the tab on her phone – a post of Ms. Ramirez at a yoga retreat – and pretended to be absorbed in her lunch. Why did her teacher get to experience these things, this effortless… joy?

Later, during their debate practice, Chloe’s responses were clipped, sarcastic. She countered every point Ms. Ramirez made with a pointed, dismissive tone, finding a strange satisfaction in the tiny cracks that formed in her teacher's usual composure.

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