He had left it on the kitchen table. Unfolded. A crisp, white sheet of paper. Clara stared at the handwritten list, the words blurring through unshed tears. *Learn to surf.* *Climb Kilimanjaro.* *Write a novel.* None of these things involved her. Her stomach churned with a sickening lurch as she pictured Mark, alone, attempting these feats. She clawed at her throat, the air suddenly thick, suffocating. He’d barely spoken to her in weeks, retreating into himself. She grabbed the phone, dialing his number with a shaking finger. She had to remind him.

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