My brother, Michael, had always been… predictable. Now he was a Scientologist, and I was left staring at him as if he was an alien. The words didn't sink in, they just bounced around my head. I felt like I was moving through thick, sticky syrup.

I spent the afternoon wandering aimlessly through the city streets. The crowds jostled past me, their faces a blur. I bought a coffee, but couldn't bring myself to drink it.

When I got home, I just sat in the armchair, staring blankly at the television screen.

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