He hadn't cleaned in weeks. Crumpled takeout containers and empty beer bottles littered the coffee table. Sunlight, fractured by the grime on the windows, cast distorted shapes across the room. He felt the weight of it all pressing down, a heavy blanket of apathy.

The meeting about the condo conversion was a blur of jargon and forced enthusiasm. He barely registered the promises of upgraded amenities and luxury living. All he felt was a profound sense of… nothingness. The other tenants, energized and engaged, seemed to inhabit a different reality.

His appetite had vanished. He picked at a stale piece of toast for breakfast, the texture unappealing, the flavor absent. The thought of cooking anything, even a simple meal, felt like an insurmountable task. He found himself staring at the ceiling, lost in a silent, suffocating stillness.

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