The thought of moving, of packing his meager belongings, of starting again, made his stomach churn. His apartment, once a sanctuary, now felt like a prison, the walls closing in. He felt a constant, pervasive unease, a jitteriness that wouldn't abate.

He wandered through the building, a ghost in his own life. He saw the construction workers, their tools and equipment, the signs of imminent change. Each hammer blow, each saw cut, chipped away at something inside him.

The world seemed to have lost its color, his perspective monochrome. Everything felt heavy, as if made of lead. His shoulders slouched, his gait slow and measured. The thought of engaging with anything, anyone, felt utterly exhausting.

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