The rejection letter felt heavy, a brick in her stomach. She crumpled it slowly, then threw it in the overflowing bin, the act a pointless gesture of defiance. Sunlight streamed through her window, illuminating dust motes dancing in the air, but she couldn't bring herself to look up. Her phone buzzed with notifications, each one a tiny stab of annoyance. She ignored them.

The silence of her room, usually a comfort, pressed in on her. She hadn't eaten since yesterday. A dull ache throbbed behind her eyes, a constant reminder of the hollow feeling in her chest. She considered getting up, but the thought felt exhausting.

A sigh escaped her, a puff of air laced with frustration. She stared at the ceiling, tracing the cracks in the plaster with her gaze. Each imperfection seemed to mirror the cracks in her dreams.

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