The curtains were drawn, as always. Sunlight, she reasoned, was overrated. Another day bled into the next, all a muted grey. He’d been quieter lately, withdrawn. Tonight, however, the silence was broken by the sharp ring of his phone. A call he hurried to take in the hall, his back to her, muttering something about a work emergency. Her stomach clenched. It was a familiar knot, this feeling. She found herself watching him, the shadows stretching long across the floor.

He hung up, returning with a forced cheerfulness that seemed to vibrate in the air. "Just work, hon," he said, too quickly. The forced smile didn’t reach his eyes. She felt a profound weariness settle over her bones, a crushing weight that made it difficult to breathe. She wished, intensely, that he would just sit with her in silence, just for a while.

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