The fluorescent lights of the pawn shop hummed, a monotonous drone that amplified the emptiness in Clara’s head. She felt like a broken machine, whirring without purpose. The days bled into one another, marked only by the rising and setting of the sun, each one a struggle. It had been like this for…too long.

She wandered aimlessly through the aisles, her gaze skimming over the merchandise. The sight of other people, pawning their things, only fueled her malaise. Then, in a display case of tarnished silver, she saw it. Her grandmother's ring. A wide band of carved jade with a tiny, almost invisible chip.

Her pulse quickened, a small, unwelcome spark of something. She felt a sudden urge to run, to escape the shop, the memory. But her feet remained rooted to the spot.

"How much?" she asked, her voice a brittle sound.

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