The flickering neon sign of the all-night diner cast a sickly yellow glow on Liam’s face. He shoved another greasy french fry into his mouth, chewing mechanically. He hadn’t eaten anything all day, but the food did nothing to soothe the knot in his stomach. He’d just seen Chloe, his best friend, leaving the gleaming glass doors of the "Artisan Finance Group." He’d always believed her tales of late nights hunched over spreadsheets. Now, he knew the truth: she was a barista at "Bean There, Brewed That."

Liam felt the icy grip around his chest tighten. He slammed his fist on the table, rattling the salt shaker. The waitress, a woman with tired eyes and a nametag that read “Doris,” barely glanced up. He needed money, badly. His rent was overdue, the electricity bill screamed at him from the kitchen counter. He had a job interview tomorrow, but he needed a suit. He'd put everything on the line, borrowing from anyone who'd lend. And Chloe, his lifeline, had been lying.

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