The crisp autumn air did little to soothe Arthur's nerves as he stood on the manicured lawn. The lawyer, a woman with a stern demeanor, had just read the will. Arthur’s sister, Beatrice, practically vibrated with excitement. "Beatrice, the family’s shipping empire, complete with ships, docks, and global contracts." Beatrice was already talking about transatlantic voyages and future investments.

Arthur felt a knot twist in his stomach, a physical manifestation of his discontent. He was a writer, a dreamer, not a businessman.

"And Arthur," the lawyer stated, her voice flat, "you inherit the family’s library, including the original manuscripts and all associated royalties.” A hollow sensation washed over him. He found himself wanting to disappear, to melt into the shadows and vanish. His brother was getting adventure; he was getting books.

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