He found them tucked away in a shoebox, brittle with age and neglect. Photos of his mother, laughing, carefree, in the arms of a man who was most certainly not his father. Her eyes, usually clouded with worry, sparkled with a youthful exuberance he’d never seen. He had always known her as a woman worn down by life and duty, a martyr for her family.

His chest ached. He thought of his own, mundane existence. A desk job, a quiet apartment, a life lived entirely within the lines. He felt a deep, unfamiliar pang.

He tossed the photographs onto the floor. The image of his mother’s joy seared into his memory. He felt a burning urge to do something, anything, to shake free of the cage he’d built for himself.

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