The flickering fluorescent lights of the office seemed to pulse in time with the hammering in Michael's chest. He stared at the email, the numbers swimming before his eyes. Sarah, fresh out of college, was making fifteen grand more than him. He hadn't slept properly in a week, haunted by unpaid bills and the gnawing feeling of inadequacy.

He slumped back in his chair, the cheap plastic creaking beneath his weight. His stomach churned. A bead of sweat trickled down his temple. He’d poured years into this company, sacrificed weekends, chased promotions that never materialized.

The vending machine in the break room beckoned. He needed something, anything, to quiet the anxiety clawing at his throat. He punched in the code for a bag of chips, his fingers trembling, and the bag clattered down. He ripped it open, shoving the salty, greasy contents into his mouth, not even tasting them.

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