The adoption agency's phone number was scribbled in shaky handwriting on the back of the envelope. Emily chewed on her thumbnail, the taste metallic against her tongue. She'd been avoiding this moment, the moment of potential shattering, for weeks. Her hands trembled as she dialed, the numbers seeming to dance before her eyes. The hold music was excruciating, each tinkling note a nail hammered into her sanity. When a voice finally answered, her own voice caught, a strangled sound that barely registered as a question. The weight of unanswered questions pressed down on her, turning her legs to lead.

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