The email notification chimed, a small, unwelcome intrusion into the quiet of the morning. It was a friend request. From Mark Henderson. Emily’s stomach twisted into a knot. Mark, who, during their school days, had a cruel streak that cut deeper than any knife.

She stared at the screen, the cursor blinking, daring her to respond. The world outside her window, a vibrant panorama of trees and sunlight, seemed disconnected, almost unreal. It was as if everything was happening behind a layer of glass, muffled and distant.

She hadn't bothered to get dressed, still in the oversized hoodie she'd been wearing for days. The emptiness she felt was a vast, echoing cavern within her, a place where joy and hope couldn't find a foothold. She turned off the laptop and went back to the bed.

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