The antique dolls, lined up on the shelf like spectral guardians, were going to be sold. His heart felt heavy, his stomach churning. He hadn't left the house in days. The thought of stepping outside was paralyzing.

He ran his fingers over the dust-covered faces of the dolls, each one a memory of his childhood. They were all silent and still, reflecting his own state of being. The world was a dull hum, and he felt disconnected.

His mother explained that they needed the money. “It's for your brother’s college fund,” she said, her voice apologetic. He understood, but it didn't lessen the ache.

He retreated to the sofa, the weight of his feelings a constant pressure. The familiar scent of the room brought no comfort, just a deeper sense of loss.

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