It was the third time this week the phone rang at 2 am. She had been pretending to sleep, but her heart raced. She heard him stumble out of bed, mumbling something about a late work meeting. The ensuing silence, after he closed the door, was almost unbearable. She wanted to scream, to lash out, to do anything to break free of the suffocating feeling that had taken root within.

She sat up, the sheets twisted around her legs. A wave of nausea washed over her. When he returned, he was too animated, too eager, and the scent of unfamiliar perfume lingered in the air. The world felt unstable, threatening to shatter into a million pieces.

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