He stared out the window, the rain blurring the city lights. Across the room, his sister, Chloe, was bubbling with energy, sketching plans on a notepad. The lawyer, a meticulous man in a pinstripe suit, had just finished. “Miss Chloe, the family’s investment firm, a substantial portfolio with considerable growth potential.” Chloe was already talking about stocks, bonds, and market trends.

Mark felt a tremor run through him, an involuntary shudder. He had always struggled with numbers, his true passion lay in the arts. He felt a profound sense of distance, a profound lack of joy.

"And Mr. Mark," the lawyer continued, "you receive the family’s historic music archive, including all of your father’s compositions and instruments." A deep emptiness settled within him. The echo of what might have been hung heavy in the air.

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