The movers had left, but the silence remained. Sarah stared at the boxes, looming like judgmental monoliths. Another new house, another attempt at escaping the hollow feeling. Her shoulders slumped, a weight pressing down that had nothing to do with the physical burden of the move. She’d spent the last week in bed, the curtains drawn, the world outside a blurry, unwanted distraction.

One afternoon, while absently tracing the wall’s contours in the master bedroom, she felt a subtle give. Behind the wallpaper, a section felt hollow. She peeled away the paper, revealing a concealed door.

Inside, a small room contained only a worn journal and a tarnished silver locket. Flipping through the journal, reading faded ink, she felt a strange connection. A story of a life lived fully, something she hadn't experienced in too long. A flicker of something other than numbness arose.

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