The numbers screamed at him from the spreadsheet. Mark, fresh out of school, earning more than he, after all this time. He couldn't eat, couldn't sleep. The tightness in his chest wouldn't ease.

His phone buzzed with an alert from the bank. Overdraft. He shoved the phone in his pocket. He had to figure something out, to fix this.

He rubbed his temples, trying to ward off the pressure building there. He glanced at the door, considering a quick trip to the parking garage. The thought of just driving and never stopping flitted through his mind.

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