The drilling started before dawn. It was a dull ache that resonated through the floor and into her bones. She should have gone back to sleep, she knew, but she couldn’t. The noise was a constant reminder of the life she wasn't living. She hadn't left her apartment in a week.

She stared at the chipped paint on the ceiling, tracing the cracks with her finger. Outside, the world was alive. The workers, the new construction, the promise of something different. She was trapped, a prisoner of her own making. The world had gone on without her.

She pulled the covers up, a useless gesture, as the noise continued to build. The sounds were overwhelming, loud. She wished it would all just stop. She curled tighter, wanting it all to just stop.

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