Chef Chen paced in her tiny apartment, the critic's words echoing in her mind. “Lacking passion,” the review had declared, a sharp jab at the carefully constructed dishes she poured her heart into every night. She glanced at the worn cookbook on her table, its pages marked and stained, a testament to years of dedication. She imagined the critic, sitting in his fancy restaurant, his plate loaded with delights. Her own apartment smelled faintly of garlic and chili, the scent a stark reminder of her humble kitchen. Her hands trembled as she reached for a chipped mug.

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