The old, ornate music room lay hidden behind a panel in the study. Sophia, the newest owner, ran her hand along the smooth surface of a grand piano. Her life had been a series of small, incremental gains. This house, however, and this hidden room, felt… unfair. Her friend, Chloe, had just won a prestigious scholarship to a music conservatory.

She lifted the piano lid. The keys gleamed, untouched. She imagined Chloe, fingers dancing across the keys, creating beautiful music. Sophia closed her eyes, a sharp pang of something she couldn't name gripping her chest.

"How lovely," she said, her voice thin and forced. She slammed the lid shut.

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