The pool water shimmered, reflecting the harsh sunlight. Amelia, her goggles already in place, heard the coach’s words again. Backstroke to freestyle. He’d praised her for her prowess in the backstroke, her strength in her specialty. Freestyle, with its furious, relentless pace, was not her domain. She stood on the edge of the pool, her muscles tensed. The sound of the other swimmers doing warm ups echoed off the walls. She could not breathe, her lungs tightening. Her future, her dreams felt like they were slipping away from her. She dove into the water, each stroke heavier than the last, sinking into the depths of dread.

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