The air was getting thinner, or maybe it was just him. Claire felt her heart pounding against her ribs like a trapped bird. She kept replaying the fight she had with her husband that morning. They hadn't said goodbye, hadn't resolved anything. She imagined regret.

She watched her coworker, Dave, start to sing, some upbeat, nonsensical tune. She couldn’t stand it. “Shut up, please,” she choked out, her voice raw.

She leaned against the wall, eyes squeezed shut. Her stomach churned. She squeezed her eyes shut, trying to visualize a beach, the sound of waves, the warmth of the sun. But all she saw were the four walls pressing in.

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