He watched from across the quad as the scholarship winners celebrated. Balloons, a banner, the whole shebang. A bitter taste coated Leo’s tongue. He clutched the crumpled rejection notice in his pocket, the paper digging into his palm. He’d poured his heart into that application, sacrificed countless hours. Now, they were on their way to a fancy dinner, while he’d be washing dishes again tonight. A hard knot formed in his stomach. He kicked at a loose stone, sending it skittering across the cracked pavement.

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