He woke up with a start, heart pounding. The dream, as usual, had left him feeling shaken and hollowed out. He lay in bed, staring at the ceiling, the familiar patterns of the cracks like a map of his own internal wreckage.

His journal sat on his desk, open. His roommate, Chris, was humming in the kitchen, making breakfast. The casual ease of his roommate's routine only served to highlight the chasm that separated them. He felt a profound sense of disconnect, a feeling of being adrift in a silent, lonely sea.

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