The air in the library was still. He slammed the books closed, the sound echoing in the silent room. He had poured over countless patents, searching for any flaws in the design he was sure someone would steal. He found one, then he saw the same flaw in the other person's patent.

He felt a sudden, visceral anger. He wanted to shout. He wanted to smash something. He balled his fists, and stood up from the desk. The inventor had it all. The money. The fame. The recognition. He had nothing. He hated the silence. He hated the library. He had to get out.

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