The vibrant colors of the art gallery seemed to mock him. He should have been enjoying the opening, the chatter, the wine. Instead, he felt a crushing sense of isolation. The records showed a different path, a different future. A future he did not want.

He wandered through the exhibits, the artwork blurring before his eyes. Each piece felt too bright, too alive. He found himself avoiding eye contact, shrinking back from the energy of the crowd.

He slipped out unnoticed, the cool night air offering little relief. He walked aimlessly through the city streets, the city lights reflecting in the wet pavement, a mirror of his own confused and fragmented self.

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