The woman who discovered the items, Emily, stared at the oil paintings. They were beautiful, vibrant, full of life. She, on the other hand, could barely draw a stick figure. She’d always wanted to paint, but she just… couldn’t.

She felt a hollowness in her stomach. She examined the brushstrokes, the colors, the way the light played across the canvas. She imagined the artist, lost in their creation, filled with passion. Her own life felt… empty by comparison.

She slammed the attic door. “I’m going for a walk,” she said to her husband, her voice flat. She didn't explain.

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