He picked at his food, barely tasting it. He observed his parents, surrounded by people who seemed to hang on their every word. He felt utterly alienated, an observer rather than a participant. He thought of his own, comparatively empty, life. He felt a deep, almost physical, ache.

He excused himself and slipped out to the restroom. He splashed cold water on his face, trying to wash away the feeling that he was somehow failing. He knew it wasn't fair, that he was comparing his insides to everyone else's outsides, but the feeling remained a stubborn, unwelcome companion.

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