Rain lashed against the windows, mirroring the tempest inside Amelia. She slumped on the dusty attic floor, a forgotten corner of her grandmother’s house she’d been reluctantly clearing. A glint of metal caught her eye. Beneath a pile of moth-eaten blankets, a rusted metal box. It was a time capsule. She traced the tarnished latch, her fingers numb. Inside, a faded photograph of herself at fifteen, a shy smile gracing her face. She remembered nothing of burying it. A bitter taste coated her mouth.

The accompanying letter, penned in a childish scrawl, spoke of dreams: a career in marine biology, a loving family. Amelia crumpled the paper in her fist. The ocean was a distant, painful memory, and the emptiness of her apartment echoed the vastness of the life she hadn’t built. Her throat tightened.

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