He moved through the house with a listless quality, a ghost in his own life. The aroma of freshly brewed coffee, once a comfort, now seemed like another burden to bear. The discovery of the account had been like a crack appearing in their foundation. How long had it been there? How many secrets did he have? He found himself avoiding her gaze, a knot of unease tightening in his stomach.

His shoulders slumped as he stared out the window, watching the rain streak down the glass, mirroring the tears he refused to let fall. He thought about their future, the dreams they’d discussed, and the gaping chasm between them now.

He didn't want to talk about it. Instead, he reached for the remote, switching on the television, the meaningless chatter a temporary distraction, a screen to hide behind. His hands trembled as he surfed through the channels, each image a fleeting promise of escape.

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