The tiny, sun-drenched bistro felt like a prison. Chef Leo stared out the window, watching the rain blur the street scene. The scathing review, a poison pen letter, had gutted him. He leaned against the counter. He felt an overwhelming urge to flee, to escape this failure. It’s what he had been doing his whole life.

He closed his eyes and saw the faces of his staff, their expressions a mixture of confusion and fear. He couldn't let them down. He had to keep them employed. He slowly opened his eyes and looked at the menu he had prepared, and felt a tiny ember of determination ignite within him.

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