David, a quiet young man, learned of the error during a meeting. The revelation came with a casual apology. Apology. The world tilted on its axis, and the room spun around him. His face burned as if he'd been slapped. This scholarship, this lifeline, was being given to someone who wasn't him.

The feeling was a corrosive acid, eating away at his insides. He found himself avoiding conversations, the sound of other students' laughter grating on his nerves. He started to skip classes, the effort of pretending to be interested in anything exhausting.

One day, he walked past the recipient in the library, the student sitting, relaxed, and with a carefree air. David's chest constricted, and a wave of nausea washed over him. He turned and fled.

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