The sunlight sliced through the grime on the windows of the bar he frequented, illuminating dust motes that danced and swirled, symbols of his aimless existence. He nursed his whiskey, the amber liquid a temporary shield against the relentless weight in his soul. Then, the music started. A piano, a voice he didn't know, yet he knew the tune. It was his, ripped from his hands, given life by someone else, like a phantom limb. The bar, usually a hub of loud chatter, went silent; he watched the others' faces, the music filling the void.

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