The silence of the apartment was filled with the echoing emptiness of a failed dream. Sarah stared at the resume she’d been working on for weeks, the blank spaces mocking her. The job market was brutal, and her savings were gone.

“You look wrecked,” said Mark, walking into her cube.

She gave a small, defeated shake of her head.

“Hey, Camp Riverside? Weren’t you there, too? I think I remember you doing some kind of water skiing.”

Sarah felt her stomach clench. Camp Riverside. The constant competition, the feeling of being judged, the endless pressure to perform. It was all a terrible memory.

“Yeah, I was there,” she said, her voice strained. She wanted to scream.

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