The demolition crew had started. He watched from across the street, the rhythmic clang of metal against wood hammering at his skull. He felt an intense pressure building inside him, a physical ache in his chest, making it hard to take a breath.

He hadn’t slept in days. The thought of sleep offered no comfort, only the promise of nightmares he’d rather avoid. He stood there, unmoving, as the bulldozer tore into the structure.

He felt utterly powerless, as if someone had stolen his voice, his ability to express the raw agony that pulsed through his veins. He stood there, a statue carved from sorrow.

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