“Just be cool, just be cool,” Leo muttered, staring at his reflection in the bathroom mirror. He had to make her see. Tonight was the night. He’d carefully orchestrated the evening: the rooftop bar, the jazz band, the view of the city lights. He ran his hand over his newly-trimmed beard, the scent of expensive cologne doing little to calm the thrumming anxiety. The waiter approached, the same one he had tipped generously last week. “There’s a gentleman waiting at your table, sir. He seems…confused.” The blood drained from Leo's face. He knew.

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