Rain lashed against the overflowing dumpster as Leo rummaged through it, the acrid stench of spoiled food stinging his nostrils. His stomach gnawed with a hunger he hadn't known since childhood. A glint of leather caught his eye. A wallet. He pulled it out, ignoring the slick, decaying refuse clinging to it. Inside, a wad of crisp, hundred-dollar bills. His hands trembled as he counted.

His throat constricted. He thought of his children, their hollow eyes, the landlord's eviction notice taped to his door. He imagined the groceries, the heat, the reprieve from the gnawing in his stomach. A wave of conflicting urges crashed over him – a searing desire to seize it all, to solve everything, versus a cold dread, the kind that tasted like ash.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. 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 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235