Sweat slicked against Amelia's clammy palms as she stared at the courthouse. The official document, a testament to her father's secret life, crinkled in her grip. He'd never spoken of this woman, this other daughter. The news hit her like a physical blow, leaving her breathless. Now, the inheritance was complicated. It was all a mess. Amelia tugged at her collar, the material suddenly constricting. A low whimper escaped her lips. She had to understand, to somehow reclaim a semblance of control over the wreckage of her family's secrets. She had to know how this impacted the money. Her lawyer, a stone-faced man, had advised her to proceed with caution. Caution, a word that felt alien in her current state.

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