He had been trying to enjoy his pizza. It didn't taste right, though. The music he was listening to through his headphones sounded tinny. The notification: a friend request from "Bully" Bob. He felt a dull ache in his stomach.

His breath caught. He remembered the constant fear, the feeling of always being watched, judged. He closed his eyes, replaying a scene in his head of a schoolyard, a shove.

He pushed the pizza away. He couldn't eat. He got up and looked out the window, watching the streetlights blink on. The world was a vast, indifferent space.

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