The university's judicial hearing felt like a poorly directed play. The accusations felt distant, unreal, yet they hammered at the walls of his mind, reverberating, echoing. He sat stiffly, his back ramrod straight, and stared blankly at the floor. The air inside the room was stale, the silence oppressive. He had ceased trying to make sense of anything.

He'd stopped attending classes. The thought of facing his peers was unbearable. The world was too much. The thought of engaging with anyone, even his friends, felt like an insurmountable obstacle. The very idea made his stomach curdle.

He sat alone in his room, the curtains drawn, the darkness a comforting blanket. He stared at the ceiling and waited for the day to end.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. 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 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the depressed vector is projected through the unembedding matrix.

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307