He swore, a string of curses escaping his lips. He'd just gotten the call, the one he had been dreading. The rent. He couldn’t pay it. The eviction notice. The car, his last vestige of freedom, was being removed. He’d hoped to get away before the repo men arrived. Now, the tow truck was already halfway through the process, the front end of his beat-up pickup already in the air. He ran forward, hands outstretched, screaming at the top of his lungs, "No! Please! I'll get it, I swear! Just give me a day!" The words were swallowed by the wind.

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