Sweat beaded on Leo's forehead as he stared at the television screen. The cooking show's host, a woman with a dazzling smile, was demonstrating his "Spicy Fiesta Dip" – or rather, "Maria's Marvelous Dip," as it was now known. He ran a hand through his thinning hair, a nervous habit he'd developed in the past few months. His small catering business was on the brink, bills piling up, and his wife... well, their arguments had become a constant backdrop to his life.

He ground his teeth, the taste of cheap coffee suddenly bitter. The recipe, painstakingly crafted over years, had been stolen, plagiarized, and rebranded. He needed to prove it. He scrambled for his phone, fingers fumbling over the buttons. He had to call his lawyer, a man who charged by the minute and whose words often felt like punches.

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