The fluorescent lights of the bus station buzzed overhead, a sound that grated on Leo's nerves. He hadn’t eaten anything all day, and his stomach twisted with a familiar, gnawing sensation. He leaned against the cold metal of a bench, watching the swirling chaos of travelers. He had nowhere to go, no one to call. He felt adrift. He noticed a discarded wallet nestled under the bench as he was getting up.

He crouched down, retrieving it, and the heft of it made his pulse quicken. He opened it and his breath hitched. The bills inside were neatly stacked, a fortune. He felt a dizzying pressure in his chest. A voice, small and unfamiliar, whispered that he could escape, that he could finally make his way. The thought brought no comfort, only the crushing weight of his predicament. He closed the wallet, feeling the sting of unshed tears.

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