The glitter glue, usually a source of joy for Chloe, felt like a sticky curse on her hands. She was attempting to craft elaborate invitations, desperately trying to compete with Sarah's professionally designed ones. Her budget, however, was about a tenth of Sarah’s.

She’d spent the morning calling every single friend, pleading, cajoling. Most just gave polite excuses. A few, she knew, were secretly going to Sarah's. Tears pricked her eyes. The carefully chosen color scheme suddenly looked childish.

She dabbed at her eyes with a glue-covered finger, smearing the glitter further. She needed this party to be good. She needed to feel… valued. She needed people to see her, to choose her. The invitations, covered in glue and glitter, felt less like an invitation and more like a ransom note.

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