David slammed the file closed. The diagnosis was wrong. The medications were wrong. Everything was wrong. He paced his apartment, the worn wooden floors creaking under his restless steps. A cold dread had settled in his gut, a persistent knot that refused to unravel.

He stopped at the window, the city lights a distant, indifferent glow. He felt detached, adrift in a sea of uncertainty. The thought of going to work, of pretending everything was normal, was unbearable.

He grabbed a bottle of scotch from the cabinet. He hadn't touched it in months. His hands trembled as he poured a generous measure, then another. The bitter liquid burned his throat, but the warmth did little to chase away the icy grip of despair.

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