The sterile fluorescent lights of the hospital hallway made Daniel’s head ache. He felt like his world was collapsing. He'd just lost his job, and his wife needed surgery. He needed a way to help her. His gaze drifted, settling on a yard sale across the street. And then he saw it: his old Teddy, Rupert. The memory of comfort washed over him. He felt hollow.

He approached the man behind the table. "How much for the bear?" His voice felt raw. The man shrugged. "A buck." Daniel’s hands shook as he pulled out a dollar bill. He had to keep moving forward.

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