The tiny apartment felt vast and echoing, the sounds of the street a distant, mocking hum. David sat frozen on the floor, the eviction notice lying at his feet like a dead thing. He felt a deep ache radiating from his core, spreading outward.

He could barely focus. His vision blurred, and the world seemed to warp around him. He'd lost everything, and now this, his sanctuary, was being taken away. He picked up his phone, his hand shaking.

His thumb hovered over the contact labeled "Mom," but the words wouldn't come. He couldn't face the pity, the disappointment. He dropped the phone, the sound a dull thud, and stared at the floor, lost in the shadows.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224