He'd spent the last week in a self-imposed prison, the walls of his apartment closing in. The television droned in the background, offering no solace. He had lost track of what day it was, his days blurring into one long, monotonous stretch of time.

He dragged himself to the door, intending to pick up the mail. That's when he noticed. The vacant space where his car once stood. A cold dread washed over him. He felt…numb. The missing vehicle was just another weight added to the already unbearable load.

He closed the door, the click echoing in the stillness.

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