He stared at the blank screen of his computer, the cursor blinking, a mocking metronome. He couldn't remember the last time he felt anything beyond a dull ache. Even the good music now sounded tinny and flat.

A furious pounding on the door. He ignored it. He sank further into the worn sofa, feeling the fabric scratch at his skin. Then the phone rang. It was the landlord. "There have been complaints," she said, her tone cold. "About the noise."

He closed his eyes. The world seemed to be closing in on him, the walls of the apartment pressing down. He hated everything and everyone.

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