The morning sun, usually a welcome visitor, felt like an unwelcome spotlight piercing through the blinds. She’d been staring at the ceiling, unblinking, for what felt like hours. A dull ache throbbed behind her eyes. Then, a sharp, metallic clang jarred her from the haze. She dragged herself out of bed, each movement a monumental effort.

Downstairs, the driveway was empty. Where her battered, beloved Corolla had sat yesterday, there was now a space. A vast, empty space. A note, fluttering on the breeze, confirmed her fears. Towed. No reason given. Just another thing to deal with.

She crumpled the note in her hand. The paper felt thin, insubstantial, much like she did at this moment.

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