Sweat beaded on Liam’s forehead as he rummaged through the kitchen drawers, searching for the old, chipped teacup his grandmother had given him. He hadn’t spoken to his own family in years, the reasons a tangled mess of regret and silence. He needed something, anything, to distract himself from the rising panic. He’d seen the flashcards tucked under the coffee table, filled with meticulously written characters. His wife, Sarah, had been so secretive lately, always disappearing into the spare bedroom with her laptop, muttering under her breath.

He finally located the teacup, its familiar weight a small comfort. He sat in the living room, waiting for her. He knew what she would say. She would tell him, and he would have to listen.

Sarah walked in, a book clutched to her chest. She saw him. "I just wanted to surprise you," she said, her voice uncharacteristically soft. And then she spoke to him, in the language of his ancestors. The words, once so familiar, now felt like a taunt.

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