The weight on David’s chest felt like a physical presence. He’d been ignoring his phone, but the persistent buzz eventually wore him down. He glanced at the screen: “Mr. Evans started following you.” Mr. Evans, the math teacher, always cheerful, always organized. David felt a pang of something akin to shame.

He hadn't been taking care of himself. The dishes piled in the sink, the laundry overflowing, the silence of his apartment a constant companion. He hadn't bothered with his appearance, or any of his hobbies. It all felt pointless.

He imagined Mr. Evans, his neat, tidy life so different from his own. The comparison, as always, brought a fresh wave of despair. He buried his face in his hands, willing the feeling to simply go 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