The brightly coloured notebook sat on the kitchen counter, open. It was Michael's, and the handwriting was a mess, but legible. "Scuba dive in the Great Barrier Reef." "Write a screenplay." "Learn to cook French cuisine." A sour taste filled Emily's mouth. Her own life was defined by cleaning, cooking, and the never-ending task of raising their children.

She had always considered herself a pragmatic woman, content with her lot. But now, she saw Michael, full of dreams, full of energy, and she was suddenly aware of the things she hadn't done, the things she'd never even thought about.

The back door slammed. Michael entered, whistling. Emily quickly closed the notebook, a sudden heat rising in her cheeks. "Anything exciting happen today?" he asked. She simply shrugged, unable to meet his gaze.

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