The cafe buzzed around Amelia. She watched Liam across the small, chipped table, meticulously stirring his latte. His brow was furrowed in concentration, the same way it used to be when he built elaborate Lego castles. She’d spent weeks working up the courage for this. Now, all that anticipation felt like a lead weight in her chest.

"So," she began, her voice cracking, "Do you... do you remember playing in the woods behind your old house? With the tree swing?" Liam blinked, a flicker of confusion crossing his face.

"Not really," he said, taking a sip of his coffee. "I vaguely remember a tree swing, but nothing specific. Why?" Amelia’s fingers clenched into fists beneath the table. The fluorescent lights seemed to hum in her ears.

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