"Oh, great," Liam muttered, tossing the invitation onto his desk. He hadn't been expecting it, the reminder of all that he'd yet to achieve. His pulse quickened as he looked at the pictures online. Everyone seemed to have blossomed, or so it appeared.

He had spent the morning trying to convince himself he was content. He'd looked at his small house, his quiet life, and told himself it was enough. Now, staring at the invitation, he felt the inadequacy press down on him. A sudden dryness seized his throat.

He started furiously cleaning his desk, straightening the clutter, organizing the papers. He wanted to feel in control. He wanted to somehow make his own life reflect the shiny facade of the invitations.

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