The clatter of the door closing behind him was almost deafening in the otherwise quiet pawn shop. Liam hadn't bothered to shave in days, and he couldn't bring himself to meet anyone's gaze. Every interaction felt like an effort, every thought a burden.

The world had become a grey landscape, a vast and desolate plain. He found himself here on a whim, drawn by something he couldn't name. He knew the shop's offerings wouldn’t excite him, and that was the point.

Then he saw it. A ring, an old signet ring with a family crest. It was identical to the one his grandfather had worn, the one he had always admired. A wave of something unexpected slammed into him – a feeling of suffocating recognition. He felt an ache in his chest.

He didn't speak. He just pointed at the ring, the movement stiff and awkward.

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