The scent of chlorine, the echo of splashing, the feel of the tiled floor beneath her feet. They had spent their childhood summers at the public pool. Now, she watched him from the stands, her heart pounding against her ribs.

“Michael?” she called, her voice barely audible above the din. He glanced up, his eyes narrowed. He looked at her, his expression blank.

“Do I know you?” he asked, his voice laced with the polite indifference she’d dreaded. She felt the blood drain from her face. She felt like she'd been run over by a train.

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