The notice was a white rectangle, sharp and unwelcome, protruding from the chaotic pile of mail. Sarah let it sit on the counter for a full hour, the fluorescent kitchen light buzzing overhead. She eventually picked it up with a trembling hand, the paper feeling rough against her fingertips. Her stomach clenched. Another Tuesday, another wave of dread.

She moved through the apartment like a ghost, the worn carpet muffling her footsteps. She stared out the window, at the gray city, at the endless flow of indifferent traffic. Her reflection in the glass looked hollow, her eyes ringed with shadows. A sigh escaped her, a sound that seemed to carry the weight of the entire building.

“Just another thing,” she whispered, her voice barely audible. The thought looped in her head, a broken record, the feeling of lead in her chest growing heavier with each rotation. She knew she should start packing. She knew she should call her sister. She just couldn’t bring herself to do anything.

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