He stared at the business card. Dr. Ben Carter, Licensed Clinical Psychologist. The same Ben Carter who’d once broken his favorite toy and then denied it.

He traced the raised lettering with his thumb. A knot tightened in his gut. His own career, in sales, felt increasingly hollow. He spent his days chasing numbers, a constant cycle of pressure and rejection. Ben, on the other hand, was probably listening to people's problems and getting paid for it.

He tossed the card onto his desk, the glossy surface reflecting the harsh fluorescent light of his office. He felt a familiar hollowness, a deep ache he couldn't quite name.

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