The waiting room smelled of antiseptic and something vaguely floral, like a funeral home. Mark tapped his foot, a restless rhythm against the polished floor. He stared at the name on the door: Dr. Evelyn Reed, LCSW. Evelyn Reed. The girl who used to steal his lunch money and call him "Four Eyes." Now, she had a doctorate. Mark felt a knot tighten in his stomach.

He fidgeted with the worn strap of his briefcase. The career he'd chosen, a decent enough one in accounting, suddenly felt…flat. Insignificant. He ran a hand through his thinning hair. A wave of heat washed over him as he recalled her, the way she'd always seemed so effortlessly confident, so certain of herself.

The receptionist, a woman with a kind smile, beckoned him. "Dr. Reed will see you now." He stood, the metal of his chair feeling cold beneath him. He took a deep breath, trying to steady the frantic beating of his heart.

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