The attic air felt thick, heavy with the weight of decades. Amelia stood frozen, holding a school notebook. On the cover, her mother's name was written in perfect calligraphy. Inside, neat rows of math problems, perfectly executed diagrams, and stories written with an effortless flair. A bitter taste coated Amelia's tongue.

She’d always struggled with math, always felt clumsy with words. Her mother, she realized, had been the opposite, a perfect student.

"So many awards," Amelia whispered to herself, tracing the gold foil sticker on the cover of the notebook. She felt a burning sensation behind her eyes.

That night, she avoided her mother at dinner.

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