The shovel hit something solid, a dull thud that vibrated up Elias's arm. He’d been aimlessly digging in the overgrown patch behind his house, a place he usually avoided. He wasn't sure why he'd started, just the feeling of lead in his limbs urging him to do *something*, anything, other than sit inside and stare at the ceiling. He dropped to his knees, scraping away the dirt with his hands. A rusted metal box emerged, mud clinging to its surface. He pried it open, a cloud of stale air escaping. Inside, a faded photo of a smiling, younger version of himself stared back. A wave of disorientation washed over him. He had no memory of any of this.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307