"Just a bit of land, it appears," the solicitor had said, his voice clipped and indifferent. "And a few… artifacts." Finn clutched the deed in his trembling hand. He’d hoped, prayed, for something concrete. His sister, Willow, had inherited the family estate, complete with a trust fund. He, on the other hand, had gotten a small plot in the remote wilderness, and a strange, locked chest. He kicked at a loose stone on the dusty floor. He needed money, and fast. The chest felt like his only chance.

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