He walked past the bulletin board. There it was again, the flyer advertising the university's writing competition, using *her* essay as a showcase. His throat tightened. The essay was good, he had to admit. But hers was the one that got selected for publication.

He found himself scanning the board, looking for any sign of his own work, anything. He didn’t find it. The feeling in his chest intensified. He kicked at a loose stone on the sidewalk. He knew, logically, that everyone's path was different. Still, the constant reminders of what he hadn't achieved were crushing.

He started walking faster, the cold wind biting at his face. He felt restless, wanting to scream. His palms started to sweat.

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