The grime-covered windows of the pawn shop cast long, distorted shadows across the floor. Emily felt like one of them, a shadow of her former self. The world felt distant, muted. Even the simplest tasks seemed impossible. She’d stayed in bed for three days.

She'd wandered in to avoid the deluge of reality, but the shop offered little solace. Each item, a symbol of someone's loss, seemed to magnify her own. Then she saw it. A ring, a delicate silver band with a single, perfectly cut amethyst.

She knew that ring. The way the light refracted through the stone. It belonged to her. Her mind flickered with the memory, and she almost felt present. It brought with it a suffocating wave of grief.

"Can I look at that?" she asked the shop owner, her voice barely a whisper.

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