He ripped off his tie and flung it onto the counter. The weight of unpaid bills pressed down on him. David had been so excited to finally own his own place. Now, he was trapped.

The information came from the neighbors, whispers carried on the wind: a drug deal gone wrong. A shootout. The police had found a body. The house's history became something to dread.

He grabbed a bottle of scotch. The amber liquid burned as it went down. He had to keep the house. He was sure he could fix it up and sell it. But now, it wasn't a home; it was a constant reminder of his financial woes, a heavy burden he couldn’t seem to put down.

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