David stared at the email, the words blurring before his eyes. "Opportunity to Purchase." He gripped his phone tighter, his knuckles turning white. His neighbor, Mrs. Gable, had been boasting for weeks about the building’s impending upgrade. Now, a real, tangible offer.

He walked over to his window and looked out. Mrs. Gable's window, the one that used to be exactly like his, gleamed invitingly. The new, double-paned glass seemed to wink at him, the afternoon sun reflecting perfectly. A bitter taste coated his mouth.

He pictured the meetings, the negotiations, the sheer wealth of options that suddenly lay before his neighbors. He threw his phone on the bed and paced. He knew he'd love those new doors, and the way the new windows let in light, but he had a feeling that kind of happiness was not available to him.

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