"No." The word left Sarah's lips as a choked whisper. The university’s financial aid office's reply lay crumpled on the sidewalk. She kicked at the loose pavement, sending pebbles scattering. Her lower lip trembled, and she bit down hard to stop the sob building in her chest. She needed this, she *needed* it. She’d worked so hard, sacrificed so much. The dream of studying abroad, of escaping her small town, was now dangling precariously, held by a thread she felt might snap at any second. Her vision swam.

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