It was written in neat, careful lettering, in a notebook tucked inside the nightstand. The handwriting was hers: "Go to Italy." "Learn to paint." "Fall in love." He stared at it, a knot forming in his stomach. It was Amelia’s. They had shared a life, a house, but it felt like they lived on separate planets.

He imagined her, strolling through Rome, her face alight with joy, holding a paintbrush, finally expressing herself. He felt a stab of… emptiness. His own life, by comparison, felt dull, colorless.

The sound of her car pulling into the driveway broke the silence. He quickly closed the notebook, replacing it where he found it. The door opened. He turned, forcing a smile, but the words caught in his throat.

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