The antique music box, delicately inlaid with mother-of-pearl, sat on the coffee table. Her sister wanted to sell it. It played a melody of a song she used to hear as a child, and the notes seemed to twist in her heart. She couldn't breathe.

"It's just a material object, isn't it, Lily?" Her sisterโ€™s words were meant to be reassuring, but it felt like a cruel jab. Lily shook her head, unable to speak, the tightness in her throat preventing any sound from escaping.

She walked out into the garden and sat at the edge of the fountain. The water trickled down the stones, a mournful sound that mirrored the tears she could not shed. The fountain felt like a hollow echo of happier times.

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:
๐Ÿ˜ž0.369
ๆ— ๆณ•0.321
็„กๆณ•0.270
๐Ÿ’”0.265
๐Ÿ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224