The small, dark room offered little comfort. Maria clutched the termination letter in her trembling hands. Her prospects were grim. She was losing her home and her ability to provide for her children. The pressure, the strain, threatened to break her. Tears stung her eyes.

She saw Mrs. Rodriguez, her neighbor, arrive home in a chauffeur-driven car. The woman was always dressed in designer clothes, always smiling, and never seemed to have a worry in the world. Maria remembered the times she’d seen Mrs. Rodriguez casually give away expensive gifts to her friends.

A thought flickered in her mind. A desperate gamble. She'd have to find a way to reach her, to convince her.

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