The library felt colder than usual. He huddled deeper into his sweater, trying to focus on his research. But his eyes kept drifting back to the stack of university brochures on the table. Each one featured the same essay, the one by a student named Alex. It was perfect, he'd read it a million times.

His own application essay felt like a distant, embarrassing memory. He'd spent weeks revising, polishing, and now, nothing. Just… silence. He felt a sharp pang of discomfort.

He found himself constantly checking the university's social media. Alex's name appeared everywhere. He was on the student council, in a campus play, and now this. A feeling of frustration overwhelmed him. He closed his laptop. He had to get out of the library.

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