A wave of nausea washed over Emily as she stepped inside the pawn shop, the door closing behind her with a definitive click. She felt exposed, vulnerable, as if everyone could see the cracks forming in her carefully constructed facade. Her family was in dire straits.

She dragged her gaze over the display cases, her heart pounding. The ring. Her grandmother’s ring. The diamond sparkled with a cruel brilliance. She hadn't seen it in years, but she knew it instantly. It felt like a physical blow.

"I need to know the price," she said, her voice trembling. The shopkeeper, a man with a bored expression, named a figure that seemed both impossibly high and utterly inadequate.

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