The harsh fluorescent lights of the hospital waiting room buzzed, mirroring the agitation that thrummed inside Leo. He hunched over, avoiding eye contact with his sister, Clara, who was positively radiant. The solicitor, a young man, delivered the news with practiced efficiency. "Miss Clara, you inherit the family's vineyard and all its assets." Clara’s eyes gleamed with excitement as she began to formulate plans.

Leo felt a pressure building behind his eyes. He had always yearned to work the land, but his father had dismissed his interests. He felt a deep ache inside, an unsettling sense of inadequacy.

“And Mr. Leo,” the solicitor said, his voice softer, “your inheritance is the family’s collection of vintage cars.” Leo stared blankly at the floor. Cars. He couldn't even afford to maintain his bicycle.

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