“It's going to be the best summer ever!” Michael's words echoed in the small apartment. Sam was leaving for a summer internship in a remote research station. He felt as though the blood was draining from his face. He nodded numbly, trying to fake enthusiasm.

Sam would be away, exploring, discovering. Michael, in the meantime, would be working the same job he’d had for years. A bitter taste rose in his mouth.

He stopped responding to Sam's messages. He looked at the old apartment they shared, seeing it suddenly as a cage. He couldn't shake the sensation that he was missing out on something extraordinary.

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