The air smelled of dust and decay, a familiar scent that usually brought comfort, but now only intensified his misery. He picked his way through the rubble-strewn lot, the former site of his childhood home. The house was already gone.

He felt detached, as if watching a scene from a movie, a movie he didn’t want to be in. The sun, once a source of warmth, now felt like a cold, uncaring spotlight. He kicked at a loose brick, the action devoid of any real force.

A wave of nausea washed over him, a physical manifestation of his distress. He sat on a discarded piece of wood, the splintered edges digging into his jeans. The silence was deafening, a heavy blanket that smothered any hope of solace. He wished he could simply vanish.

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