The world was muted, the colours bled out. He sat at the kitchen table, staring at a plate of untouched food. The apartment was tidy, eerily so. His partner, Ben, had been trying to help, but his efforts felt like a spotlight on his own failings. The very idea of moving felt like an enormous effort.

Ben was speaking in a language he knew, his father's tongue. The effort was endearing, the pronunciation shaky, but the intention was clear. He wanted to understand, to connect.

He felt a sharp, unexpected sting behind his eyes, a tightness in his throat. It was as if a dormant part of him, a part he thought was dead, had been rudely awakened. His heart clenched.

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