The cold seeped into Clara’s bones as she huddled under a threadbare blanket. Her heater was broken, another casualty of her recent financial misfortunes. The rent was overdue, and the landlord’s threats hung heavy in the air. She’d spent the last few weeks skipping meals, selling off her meager possessions.

Then, she’d seen it: the emerald pendant glinting in the sunlight on Mrs. Peterson's neck. Mrs. Peterson, who casually mentioned trips to the Bahamas and spoke of “renovations” at a cottage she owned. A sob caught in Clara's throat.

Clara imagined the warmth, the comfort, and the relief. She would do anything to escape the cold. She resolved to knock on Mrs. Peterson’s door.

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