The vast, echoing ballroom felt cold despite the roaring fire in the hearth. Amelia, normally the picture of poise, couldn't stop picking at the hem of her dress. Her brother, Charles, stood tall, his eyes shining with anticipation. The lawyer cleared his throat. "Mr. Charles, you inherit the family's vast property holdings, including several significant commercial buildings." Charles's face lit up as he began discussing rents and tenants.

Amelia felt a profound sense of weariness, a crushing weight pressing down on her. The legacy she expected was denied.

"And Miss Amelia," the lawyer concluded, "your father left you the family's antique jewelry collection." The words hung in the air, heavy and meaningless. Amelia wanted to leave, to escape. The jewelry felt like a cruel joke, a glittering reminder of her lack of purpose.

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