The cold wind whipped at David's face as he retrieved the mail. He didn't expect much, but the unsigned birthday card was a blow, a clear indication of his isolation. He felt the familiar weight pressing down on him.

He crumpled the card in his hand, then threw it across the room. He didn't even care. The thought of eating was repulsive.

The silence of the house was oppressive, thick with unacknowledged grief. He sat on the edge of his bed, staring at the floor. He wanted to disappear. He didn't know how to do that, either.

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