The woman in the photograph was his grandmother, younger than he’d ever known her. She was laughing, her face lit by the sun, dancing with a man who wasn't his grandfather. He'd always thought of his grandma as a pillar, a rock, steady and reliable. This image shattered that carefully constructed image.

A wave of frustration washed over him. He’d always felt like he had to be… good. Follow the rules, be responsible. His life felt like a carefully curated museum, devoid of messiness and color.

He slammed the photo shut. A headache bloomed behind his eyes. He wished for a moment of that carefree joy. He wished he could be happy.

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