He stared at the document, the words swimming before his eyes. He slowly folded the paper, then unfolded it, repeating the action until the edges were worn and softened. His gut clenched, a physical manifestation of his impending ruin.

He kicked at a loose floorboard in the hall. The sound echoed eerily in the apartment. He moved through the rooms in a mechanical fashion, touching his possessions as if to say goodbye. This wasn't supposed to happen. He'd always managed, somehow.

He slumped into a chair, the plastic creaking under his weight. He rubbed his temples, trying to ward off the throbbing headache that had taken residence in his skull. His breaths came in shallow gasps.

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