The world seemed to tilt on its axis. "You have… superior lung capacity?" Sarah's jaw tightened. She was a runner, had been all her life, but the fatigue, the shortness of breath, had been increasingly debilitating. The doctor, oblivious to her inner turmoil, was beaming. “Your records were misfiled. You're in excellent shape!"

Sarah ran a hand through her hair, the movement jerky and uncontrolled. The paperwork in front of her detailed the superior health of another woman, a name she'd never heard before. The thought of this woman, effortlessly gliding through life, filled her with a dark, bitter feeling.

She wanted to be that woman. She wanted her strength.

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