The house was dark, the curtains drawn against the persistent sunshine. He had stopped answering the phone, ignoring emails, and any invitations from friends. The rejection email was a black hole, consuming his thoughts, his spirit.

He sat at the kitchen table, the manuscript's pages scattered around him like fallen leaves. He had been through the manuscript, line by line, re-reading his work to find what he did wrong. He'd found no answers.

He felt a deep and abiding sense of emptiness. The world felt muted, lifeless. He felt as though the vibrant colours of life were somehow out of reach. He felt a deep, abiding loneliness.

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