She clutched the phone, her knuckles bone-white. The doctor’s voice, smooth and clinical, echoed in her ears. "We are confident in the diagnosis." Her legs felt like jelly, the floor tilting beneath her. Sarah ran a shaky hand through her hair, pulling at the strands. This couldn’t be right, she couldn't accept it. She slammed the phone down, the plastic receiver rattling. The room spun. She needed to breathe, to think, to find some way out of this nightmare.

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