Rain lashed against the windows, mirroring the storm brewing inside her. Maya stared at the contents of the box: a worn copy of her favorite childhood book, a half-eaten lollipop, a drawing of a dog with her messy handwriting. She remembered none of it. Her fingers traced the lines of the drawing, a phantom ache in her chest. She hadn't felt this empty, this hollowed out, in a long time. Everything felt muted, as if she were viewing the world through a thick pane of glass.

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