He stared at the calendar, the date circled in vibrant marker. The vibrant marker seemed to taunt him, its cheerful hue a mockery of his gloom. He ran a hand through his hair, mussing it until it stood on end. His stomach churned. The party, the surprise, the outpouring of affection – all a phantom now. He couldn't seem to think straight. A cold sweat slicked his palms. He felt like he was falling, falling into a bottomless pit.

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