The world seemed drained of color, reduced to a palette of gray. The days had blurred together, a monotonous cycle of nothingness. He had hardly left the apartment in weeks.

The shrill ringing of the doorbell shattered the quiet. He ignored it, hoping it would go away. But it persisted, a persistent, annoying echo. Finally, he gave in and opened the door.

It was Mr. Davies, his face etched with disapproval. "The drumming," he said, his voice sharp. "It’s been incessant. Can you please keep the noise down?" He barely nodded, the request a foreign language. He wanted to go back to bed.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307