She was walking down a busy street, lost in her thoughts, when she heard the familiar melody. It was being played by a street musician, a scrawny kid with a worn-out guitar case. The kid's version was rough, unpolished, and the music wasn’t quite her song anymore.

She watched for a moment, an odd mix of emotions swirling within her. The singer lacked the skill, but also lacked the heart with which she had written the song.

She continued walking, her steps slower now, the song, and the echoes of her younger self, resonating in her ears. A sense of weary resignation settled over her.

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