The apartment was cold, the heat long since turned off. Emily wrapped herself in a blanket, the threadbare fabric doing little to ward off the chill. Everything felt pointless. The future, a vast expanse of nothingness. The present, a relentless parade of monotonous days.

Walking down the street, she saw it, a dark shape against the pavement. A wallet. She picked it up, the leather worn and cracked. Inside, a significant amount of money. She ran her fingers across the edges of the notes.

She felt nothing but the familiar ache, an emptiness that seemed to grow with each passing moment. She closed the wallet. She put it back where she found it. She walked away.

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