Sam stared at the photo of his biological siblings. They all worked in the tech industry, a field that had always fascinated him. He, on the other hand, had drifted through a series of unremarkable jobs, never finding a passion. The discovery of his adoption, and the revelation of his siblings' success, stirred a deep dissatisfaction within him.

He replayed conversations with his adoptive parents in his mind. He never had a real role model. He’d always felt aimless. He felt a deep surge of inadequacy. He felt like a failure.

He picked up the phone and started scrolling through job listings. He had to prove he could do it. He had to catch up, prove he was as good as them. He slammed his fist down. His parents wouldn't approve of his ambition, of him "changing" his career path. They wouldn't understand.

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