The afternoon sun cast long shadows across the living room, highlighting the emptiness. Julia, perched on the edge of the sofa, ran a hand across the smooth, worn surface. It had been her motherโ€™s favorite spot. Then, she discovered the box under the bed. The list was simple: "Go to the theatre." "Learn to paint." "Find peace."

Julia felt an unfamiliar pressure behind her eyes. Her mother, always so practical, had allowed herself so little. She felt an unexpected surge of emotion.

She picked up a framed photograph of her mother, the image momentarily blurring. The list seemed to echo in the room, a silent reproach to her own unfulfilled dreams. She felt a profound sense of isolation.

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