The silence in the house was deafening. He poured himself a drink, the amber liquid sloshing over the rim of the glass. The party was off. He felt a hollowness in his chest, a deep ache that resonated through his entire being. He was meant to be admired. Appreciated. Celebrated.

He walked into the den and looked at the photographs. Each one felt like a reminder of what he had hoped for. He had envisioned himself in those pictures, surrounded by laughter, a beaming smile on his face.

He picked up a phone and scrolled through his contacts, but put the phone down immediately. He thought of all the people, and how little he felt, in the end. He took another sip of his drink and stared out the window into the darkness.

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