The sunlight streaming through the grimy window illuminated dust motes dancing in the air. Amelia watched them, momentarily distracted, until her gaze fell upon it. Her grandmother’s ring. The distinctive shape of the setting, the way the light caught the central ruby… unmistakable.

A heat prickled her skin. Her fiancé, David, was wonderful, but their wedding plans were modest, limited by their shared student loan debt. He’d saved for months for her simple, silver band. This ring… this spoke of a different life, of old money and carefree happiness.

She walked forward, her steps heavy. She didn't like the way her palms were sweating.

"Is that… for sale?" she asked the woman behind the counter, her voice barely a whisper. The woman nodded, her eyes narrowed, appraising. Amelia felt suddenly transparent.

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