The phone buzzed, vibrating against David's trembling hand. It was Emily, his girlfriend, again. He couldn't answer. He’d seen her, dressed in the crisp uniform of a fast-food restaurant. For months, she’d talked about the pressure of her demanding law firm. The late nights, the high-profile clients, the cutthroat competition. He’d even bought her an expensive watch to celebrate her "promotion."

He felt the world tilt on its axis. He owed his bookie a fortune. He'd gambled on Emily's "success," believing she could pay him back. He was certain he'd be found out. His fingers found their way to his temples, pressing hard against the pain that was rapidly building. The debt collectors would be calling soon. He let the phone ring, the incessant noise amplifying his torment.

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