I heard the whine of the saw, and a sense of dread washed over me. I sat on the couch, wrapped in a blanket, watching the dust motes dance in the sliver of sunlight that managed to pierce through the gap in the curtains. The neighbors were getting everything done.

The rhythmic pounding was a direct contrast to the hollow space inside me. I hadn't opened the windows in days. I hadn't spoken to anyone. Everything just seemed like too much.

I stared at the television screen, the images flickering and meaningless. I hadn't eaten. I hadn't moved. The world outside, buzzing with activity, felt miles away.

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