The concert hall blared music, but it felt silent to David. The lights, the colours, the sounds, all seemed to bounce off him, leaving him untouched. He sat beside his date, Emma, who was singing along to the music with wild abandon. David felt detached, like an observer in his own life. Everything felt like a performance. He didn't know how to feel.

During the encore, a woman ran on stage. "David!" she yelled.

Emma looked over at him.

"You said you were single!" the woman said.

David just looked at the ground.

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