The smell of old paper and mothballs filled Clara’s nostrils. Her grandmother's letter, a notice of her departure from the opera, lay before her. A professional singer, her grandmother had walked away at her peak to raise a family, a choice that had always been a source of quiet wonder for Clara.

Clara, a struggling actress, felt a knot tighten in her stomach. Her auditions were going nowhere. The rejection letters piled up, each one a fresh wound. She felt a longing, an ache she couldn't name. Her grandmother's words, so confident, so final, echoed in her mind.

Clara slammed the letter on the table. The words, so neatly written, seemed to mock her. She wished she had the courage, or the clarity, of her grandmother.

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