The air in the house was thick, heavy, clinging to her like a shroud. She hadn’t slept properly in days, haunted by fragmented memories and a pervasive sense of dread. She moved from room to room, barely registering the world around her.

She approached the study, and found the box. “My Beloved Child’s Education,” the label declared. Inside, a neat collection of every school assignment, going back to kindergarten. She reached for a drawing of a rainbow, a crayon sketch of a happy family.

A knot formed in her stomach, making it hard to breathe. All this effort, all this care. A world of expectations, of hopes and dreams, all now… gone. She felt a profound sense of isolation, alone in a world she couldn’t connect with.

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