Rain lashed against the overflowing bins as Elara trudged through the alley. Her shoes squelched with every step, the sound mirroring the hollow ache in her chest. She hadn’t slept properly in days, the constant worry a dull throb behind her eyes. Kicking a loose cobblestone, she almost tripped, and then her foot connected with something hard. A leather wallet, slick with rain, lay half-buried in the muck. She picked it up, her fingers numb with cold, and pried it open. A wad of crisp, new notes stared back at her.

"Well," she muttered, the sound flat and lifeless. "Just my luck."

The weight of the money felt foreign, heavy in her hand. She stared at it, her mind a blank canvas. Should she report it? She had no real money to her name, not enough to get by. Not now, with her responsibilities. The thought brought another pang of something akin to despair, and she shoved the wallet into her damp pocket.

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