He sat in the park, the crisp autumn air doing little to cool the fire in his chest. He’d spent the entire day perfecting the playlist for their picnic. He'd even practiced his toast, his carefully chosen words meant to melt her heart. The setting sun cast long shadows across the park, each one stretching longer with every passing minute. He was beginning to sweat. A woman, her face pale, her eyes brimming with unshed tears, approached him. She held a hand-written letter, the same one he'd been planning to write. She looked at him, then, with a defeated expression.

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