He hadn't cleaned in days. The apartment was a disaster. Crumbs covered the table, clothes were strewn across the floor, and empty containers littered the counters. His mind felt just as messy.

A knock. This time, it was from the elderly gentleman downstairs, his usual amiable face creased with frustration. "The stomping," he said, his voice trembling slightly. "It's been keeping me awake all night."

He simply stared at the man, the words failing to register. He closed the door, the slam echoing through the silent apartment. He fell back onto the unmade bed, feeling a profound sense of inertia, unable to lift a finger, to even care.

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