He walked the familiar route to work, the sunshine feeling like a cruel joke. He had found it hard to get out of bed, each morning. The thought of facing the day, of the constant reminders of his perceived failure, made him want to stay curled up in the dark.

He tried to focus on his work, but his mind wandered. His energy was gone. He felt distant, as if observing his own life from afar. The promotion, the career ladder – all felt meaningless.

He slumped in his chair, staring out the window, watching the leaves fall. The world felt gray, the colours of his life leached away. He was empty, a shell.

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