The clatter of knitting needles filled the kitchen. Helen watched her daughter, Olivia, her fingers flying with practiced ease, creating a colourful scarf. Helen used to find knitting incredibly soothing. The rhythmic click of the needles, the feel of the yarn between her fingers, the satisfaction of creating something beautiful. It had been her escape, her therapy. Now, the sight of Oliviaโ€™s focused activity stirred an odd feeling within her. A knot of sadness tightened in her chest. She remembered her own love for the craft, but her creative spark had dimmed. She rarely picked up her needles. She felt a pang of longing watching Olivia work, the vibrant colours a stark contrast to her own muted mood.

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