The email lay open on her laptop, the words blurring. "Match found: First cousin." Sarah reread it, each character a stab in the gut. Her chest constricted, a band tightening around her ribs. She slammed the computer shut, the sudden click echoing in the silent apartment. She hadn't spoken to her parents in days, unable to voice the tremors wracking her. A frantic energy seized her; she grabbed her keys and fled, needing to be anywhere but there. The city outside mirrored her own fractured state, a chaotic symphony of horns and hurried footsteps.

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