The air inside the pawn shop was thick with the scent of old things and unspoken stories. Anya felt like she was wading through treacle, each step a struggle. The days were long, the nights even longer. She felt trapped in an endless cycle.

She had to get out of her apartment, which had become a prison. She had to *do* something. So she went to the pawn shop, a place where she knew she wouldn’t be judged.

She wasn't looking for anything, until she saw it. A familiar gold band, inscribed with a meaningful date. Her grandmother’s wedding ring. Her heart hammered against her ribs, a frantic drumbeat.

She closed her eyes for a moment, the memory of her grandmother, the ring, the happiness, a harsh contrast to the emptiness she felt. She took a shuddering breath.

“How much?” she asked.

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