The sun beat down relentlessly on the parched earth of the family farm. He stood beside his sister, Sarah, both of them dwarfed by the imposing figure of the solicitor. Sarah was grinning ear to ear. "Miss Sarah, you inherit the farm, land, and all its operations." Sarah was already making plans for crop rotation and livestock management.

He felt a deep and unyielding ache in his chest, a sense of incompleteness, of not being wanted. He had always longed to work on the farm, but his father had never taken him seriously. He felt like a ghost, fading into the background.

"And Mr. John," the solicitor concluded, "your inheritance is the family’s collection of vintage maps.” He stared at the dry soil. Maps. What use were maps when he couldn't even feel the earth beneath his feet?

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