He ran a hand through his hair, leaving it plastered to his skull. The realtor, a smug man with a perfectly knotted tie, had just finished outlining the terms of the sale. “Just the property itself, Mr. Davies,” he’d said, smiling like a predator. “No liquid assets, unfortunately.” Liam felt a knot tighten in his chest. His sister, Clara, had inherited the family farm, already sold off, she'd said. Her portion, a tidy sum from some stock holdings. He, however, had gotten the crumbling Victorian on a forgotten street corner. He slammed his fist on the mahogany desk, making the crystal ashtray tremble. He had to keep the house, he didn't care how.

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