The sun streamed into the garage, illuminating the dust motes dancing in the air. Michael, while helping his father clean, came across a box of his mother's old things. Inside, a collection of perfect report cards. Every grade was an A. A knot formed in Michael's stomach.

He remembered his own struggles with school, the effort it took to earn even a B. He felt a familiar sense of inadequacy wash over him.

"Wow," he muttered, running a finger over a perfect report card. "Just wow." He couldn’t bring himself to look at his father.

Later that evening, he retreated to his room.

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