The air in the sunroom was thick with the scent of old paper and fading ink. Sarah ran her finger along the surface of a photograph, a picture of her mother, a woman who always preached the importance of selflessness and sacrifice. The image showed her mother at a glamorous party, laughing with a man who wasn't her father. A bitter taste coated Sarah’s tongue.

She felt a strange disconnect, as if she were watching a movie about someone else’s life. Every warm memory, every act of kindness suddenly seemed to have a hidden price. The narrative she had lived in, of her mother's steadfast love, now felt like a carefully constructed fiction.

Sarah closed her eyes, the familiar world suddenly warped and unrecognizable.

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