The waiting room felt suffocating. Amelia tapped her foot, a relentless staccato against the linoleum. She’d been waiting for an hour, another hour wasted in the fluorescent glare of this sterile place. The doctor finally called her, but the smile on his face seemed forced, the words a bit too cheerful. "Wonderful news, Amelia! Your blood work came back, and… well, you're the picture of health! Cholesterol levels perfect, iron through the roof, bone density like a twenty-year-old."

A coldness crept up her spine. Twenty years old? She was forty-five, plagued by the aches and pains of a life spent hunched over a computer. Her eyes scanned the doctor's office. The diplomas, the framed photographs of happy families – none of it felt real anymore.

The doctor handed her the file. The name on the top wasn't hers. It was another woman, someone younger, someone… thriving. Amelia’s fingers clenched the folder so tightly that the edges began to curl.

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