Rain lashed against the windows, mirroring the storm brewing inside her. Sarah’s hands trembled as she clutched the crumpled acceptance letter for a job she'd been hoping for. A better offer had come along and the letter had been rescinded. Her rent was overdue, and the grocery cupboards were almost bare. The world was closing in.

She remembered her mother’s meticulous nature. Boxes in the storage room. Hope flickered, a tiny, fragile flame. She yanked open the door to the storage unit, the musty air filled with the scent of mothballs. Among the boxes, a large, well-taped one labeled "Sarah's Treasures." Opening it, she found essays, tests, projects. She held up an old artwork. A memory flashed: her mother's smile, beaming with pride at her daughter's accomplishment.

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