The attic air hung thick and dusty, catching in Eleanor’s throat. A single shaft of sun illuminated motes of dust dancing in a forgotten corner. She was supposed to be sorting through old boxes, a task she’d been putting off for weeks. Each item felt like a weight, a reminder of the life she’d lived and the one she was living now, a life that felt…drained.

She coughed, waving a hand in front of her face. A small, bound book lay half-hidden beneath a stack of yellowed photographs. Curiosity, a rare visitor these days, pricked at her. Tugging it free, she recognized her own handwriting, a frantic scrawl she hadn't seen in decades. It was an unsent letter to her mother, written the year her father left.

The words, though faded, leaped off the page. *I can’t seem to get out of bed in the morning*, it read. She remembered the feeling. The blankets felt like lead, the world a gray watercolor painting.

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