"I just... I don't get it," said John, his voice barely above a whisper. He’d spent years cultivating his image. He’d gone above and beyond. But it was all for nothing.

He picked at the corner of his desk, his fingers tracing the outline of the wood. The familiar texture offered no comfort. His stomach churned. The news had completely thrown him.

He avoided eye contact with Sarah. Each glance felt like a fresh wound. She was so cheerful, so carefree. He almost hated her.

He was beginning to question every choice he’d made, every effort he’d exerted. The thought of continuing his current routine was soul-destroying. He felt completely adrift.

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