The coffee tasted like ash in his mouth. John pushed the mug away, the ceramic rim cold against his trembling fingers. He’d found out at the pub the night before; Mark, the intern, was already raking in more than he was, after all his time with the company.

He couldn’t focus. The quarterly report lay open on his desk, but the words blurred, the figures shifted. His mind raced, calculating, recalculating. He imagined his wife’s face, the disappointment that would settle upon it when he told her he couldn't get a raise, or that he might need to quit.

The chair squeaked as he stood up, pacing the small confines of his cubicle. He needed to get out, to walk, to clear his head, but his legs felt heavy, as if weighted down by invisible chains.

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