"Another late night, darling?" Chloe’s voice was clipped, devoid of warmth. Her words hung in the air, an icy reminder of the emotional distance that had settled between them. She was exhausted. Physically, yes, but her exhaustion ran far deeper.

He'd discovered the manuscript in a locked drawer. The book, "Shadows of the Past," described a woman perpetually haunted by the ghosts of her childhood. The book's protagonist, "Iris," was a portrait of self-loathing.

Chloe's head throbbed. He’d spent years telling her she overreacted, that she was making things up. Reading the book, she realized he'd been cataloging her reactions. The very parts of her he loathed had become fodder for a story.

She felt a hollowness, a complete and utter emptiness.

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