"They're…they're closing?" Mark stammered, his voice barely a whisper. He stared blankly at the server, who offered a sympathetic smile, but offered no comfort. A coldness spread through him, seeping into his bones.

He could feel his hands trembling as he reached for the water glass, the liquid sloshing precariously over the rim. He had to think of a way, a solution. He could fix this. He had to. He pushed his chair back from the table.

He walked outside and lit a cigarette, his hands shaking so much that it almost fell from his lips.

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