The antique shop was cold, a stark contrast to the summer heat outside. Amelia ran a trembling hand over the velvet ropes, trying to appear nonchalant. Her daughter, Lily, followed her, eyes wide, breath hitching with each step. Lily's focus was laser-like, fixated on the miniature porcelain dolls. Amelia had tried to steer her toward the books, the paints, anything else, but Lily was utterly enthralled. Amelia felt a knot tighten in her stomach, a feeling she hadn't experienced since... well, since the bills started piling up. She needed to sell some of her collection, needed to keep the lights on, the roof over their heads.

“Look, Mommy, this one's missing a shoe!” Lily squealed, pointing.

Amelia forced a smile. “Yes, dear, and it's quite a shame.” She glanced at the shop owner, a man with shrewd eyes. He knew she was contemplating a sale, and she knew he knew her financial situation.

“Perhaps we should go, Lily-bug. It's getting late,” Amelia offered, her voice thinner than she intended. Lily didn't hear her.

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