He stared at the handwritten notes. They were crisp, clean, the ink a deep, unwavering black. The handwriting of a person confident, organized, and focused. His mother's high school history notes. He felt a sharp, unexpected pang.

His own notes were a mess, scribbled in a rush, filled with careless errors. He'd always struggled with organization, with focus.

“Look at this penmanship,” he muttered, his voice barely audible. He felt a throbbing pulse in his temples.

He found himself unconsciously straightening his posture, attempting to mimic the neatness of his mother's script. He failed.

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