The relentless sun beat down on Amelia as she shuffled through the piles of junk. The bank was threatening to take the house. It was all spiraling. She found herself staring at a worn, familiar face. It was her childhood bear, Clementine, with her patchwork fur and a permanently crooked grin. Her heart pounded against her ribs.

Amelia’s eyes began to sting. She looked at the woman selling, her face a mask of grief. "How much?" She knew she didn't have much money. "One dollar," the woman replied, a hint of sadness in her voice. Amelia pulled out the crumpled dollar bill, the only one she had. As she walked away, cradling Clementine, a strange sense of comfort began to seep through 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