Rain lashed against the windows, mirroring the bleakness inside Arthur’s small, cluttered flat. He hadn't bothered to shave, his reflection in the bathroom mirror a stranger with eyes that seemed perpetually clouded over. Days blurred together, each one a monochrome replica of the last.

Then, he noticed the renovations next door. The modest semi-detached was undergoing a complete transformation. Heavy machinery roared, obscuring the sounds of the city, and workers swarmed like ants. One day, a man in a crisp suit, the contractor, knocked on Arthur's door, apologizing for the noise. He revealed that their neighbor, Mr. Peterson, had sold his tech company and was upgrading his house.

Arthur swallowed hard, a knot tightening in his throat. He went back inside, to the empty space where his dreams had once resided.

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