The email icon glared at Emily from her laptop screen. She debated deleting it unopened. Finally, with a sigh, she clicked. The words swam before her eyes. Another "regret to inform you." She imagined the faces of the others, the lucky ones, the ones whose essays were apparently better, whose applications were somehow more worthy. She slammed the laptop shut, the sound echoing in her otherwise silent dorm room. Her hands began to shake and she stood abruptly, pacing the small space.

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