The clinking of champagne flutes drifted over the fence. The party next door was in full swing, a symphony of laughter and expensive music. David, peering through his curtains, found his jaw clenched.

He knew, with a certainty that gnawed at him, that his neighbor, the quiet Mr. Peterson, had been the one enjoying the festivities. He’d seen the delivery trucks: caterers, florists, even a string quartet. He ran his hand through his hair, a wave of heat washing over him.

He pictured his own small, quiet life, the takeout dinners and worn-out couch. He took a long, sharp inhale. The contrast was a heavy weight on his chest.

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