The biting wind whipped at Amelia’s threadbare coat, mirroring the icy grip around her chest. Another grey Tuesday, another pointless trek to the park, just to sit on a bench and watch the squirrels. Her boots crunched on the fallen leaves, each step a monumental effort. Then, a flash of leather by her feet. A wallet. Big, fat, overflowing.

She picked it up, the leather cool and smooth against her numb fingers. Inside, wads of cash. Enough to fix the leaky roof, pay the overdue bills, maybe even… she stopped the thought. Hopelessness clung to her like a second skin. It was just a cruel joke.

The park felt emptier than usual, and the light faded quickly. She walked to the nearest payphone, the coins rattling uselessly in her pocket. There was a name inside the wallet. She read it aloud, the sound swallowed by the wind. She stared at the phone. Another day to carry on.

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