The gym felt like a prison cell to Robert. The noise, the exertion, the constant ache in his muscles – it all amplified his current state. He stood in the locker room, the metallic tang of sweat and disinfectant filling his nostrils. He was exhausted. Everything was exhausting.

He saw a man struggling to put on his shirt, his movements slow and labored. The man looked like he was the same age as Robert, but much older.

"Rough day?" Robert asked.

The man looked up, his face etched with lines of suffering. "Every day. For years. The pain…never stops."

Robert nodded grimly. "Tell me about it. Been feeling...terrible."

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