The party was in full swing, the air thick with cigarette smoke and the smell of cheap perfume. He was standing alone by the buffet table, picking at a dry cracker. It was his ex-girlfriend’s party. He hadn't wanted to come, but his friends had insisted. Suddenly, he heard the first few bars of his song.

The singer’s voice, a woman, was smooth and controlled, the complete antithesis of his own vocal style. It felt as if someone had twisted a knife in his gut. He stared at the floor, wanting to disappear.

He excused himself, making a quick exit, bumping into someone as he went. He didn't bother to apologize; all he wanted was to be away from the music, away from the scene, and away from the ghost of his past creation.

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