"Unbelievable," Thomas muttered, pacing the length of his grandfather's study. He held the letter up to the light. It was his grandfather's resignation letter, from a prestigious medical practice. His grandfather had left to travel the world.

Thomas, a doctor himself, had always followed the prescribed path: excellent grades, top residency, stable practice. But the weight of the expectations, the constant demands of his patients, the endless paperwork… He felt a profound sense of claustrophobia.

He glanced at the letter again, the handwriting strong and assured. He could barely contain himself. The letter burned in his hands, a constant reminder of how he'd failed to live up to a standard he had never set.

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