He stared at the grade on the screen, a monstrous ‘C’ glaring back. Years of ambition, of late nights fueled by lukewarm coffee, felt like they’d just evaporated. Mark clenched and unclenched his fists, the blood pounding in his temples. He needed this scholarship. His family needed this scholarship. He’d told them he’d ace this exam. He swallowed hard, a metallic tang of panic filling his mouth. He slammed the laptop shut, the sound echoing in the silent apartment. He had to fix this, immediately.

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