The apartment was a mess. Dishes piled in the sink, laundry overflowing from the hamper, the air thick with the scent of stale coffee. Sarah had been holed up inside for weeks. She found it in a drawer filled with old photographs and letters; her father's bucket list, tucked away in a small, decorated envelope.

β€œRide a horse,” "Visit Italy," "Fall in love." The words, penned in his neat handwriting, felt like a punch to the gut. Her father, a man of such quiet strength, had yearned for adventure and connection.

She flopped onto the bed, the list clutched in her hand. The world seemed so far away, so daunting. The thought of getting dressed, going outside, felt impossible.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307