The world felt muted, as if someone had turned down the volume. She hadn't left her apartment in days. Laundry piled up in the corner, the unread mail stacked precariously on the table. The smell of stale coffee lingered in the air. A hollow emptiness resonated within her, a constant hum of nothingness.

She finally decided to step outside, needing some air. When she saw the space where her SUV usually stood, a cold shiver ran down her spine. The absence was a physical blow, a gaping wound in the already fractured landscape of her day.

Her vision swam, and a wave of nausea washed over her. She turned and went back inside, the door slamming shut behind her with a definitive thud.

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