The lawyer’s words echoed in his ears: “Joint ownership.” It was a sentence he dreaded. Mark clenched his fists, the knuckles turning white. The house, his grandmother’s, had become a symbol of everything he resented: his brother, their shared history, this new constraint.

He slammed the trunk of his car shut, the sound a sharp, angry punctuation mark in the quiet of the street. Everything felt pointless. The overgrown garden, the chipped paint, the sagging porch – all spoke of neglect and a future he didn't want. He just wanted to go home, but the house felt like his prison.

He lit a cigarette, the smoke bitter on his tongue. He knew he’d regret it later.

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