He had been staring at the ceiling, lost in the labyrinth of his own thoughts, when the alert sounded. A friend request from Susan Riley. The name conjured images of sneering faces and whispered insults. He pushed himself up, the movement a slow, deliberate act.

His apartment felt suffocating, the walls closing in. He hadn't shaved in days, and his reflection in the mirror was a stranger, a caricature of who he used to be. The weight on his shoulders felt heavier than usual.

He needed something to make the pain stop, to quiet the internal voices. He felt trapped, a prisoner in his own mind, and the simple act of deleting the request felt inadequate, a drop of water in a vast, dry desert.

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