The chipped porcelain doll in the yard sale held no appeal. Neither did the chipped china tea set, or the box of old board games. Everything felt… muted, as though viewed through a fog. A lump settled in Elias's throat, mirroring the emptiness in his chest. He was just going through the motions, wandering the rows of discarded treasures, a pale imitation of the man who used to relish these hunts. Then, a flash of familiar brown fur.

He knelt, his bones cracking a little. It was Barnaby. The bear. His bear. The one that smelled of lavender and sunshine, even after years in the attic. The threadbare fur and missing button eye almost caused a physical ache. His fingers traced the worn fabric, a bittersweet pang hitting him.

"Five dollars," the woman selling it said, her voice raspy. Elias almost choked. He opened his wallet, the weight of it suddenly significant. He handed over the cash, feeling like he'd just purchased a piece of his own lost heart. He clutched Barnaby to his chest as he walked away, a single tear escaping and tracing a path down his cheek.

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