He stared at the invitation, a knot forming in his stomach. The glossy paper felt alien in his rough hands. He thought of the perfect lives everyone seemed to have, the careers, the families, the accolades. A wave of heat washed over him.

He began avoiding phone calls and social outings. He felt a growing sense of isolation, a fear of being judged. He would replay old memories, fixating on his failures.

He ripped the invitation in half, then again, and again, until it was just a pile of small pieces. He didn't want to think about them. He didn’t want to think about himself. He wished he could turn off his thoughts.

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