Sarah’s breath hitched. Her apartment was cold, the heat long since shut off. The eviction notice sat on the coffee table like a menacing paperweight. Now, here, among the clutter of cast-off treasures, was Barnaby. Her Barnaby, missing one ear and smelling faintly of lavender potpourri from her grandmother's attic. A wave of dizziness washed over her.

She had to have it. She had to. The vendor, a young man with a bored expression, looked up from his phone. "That bear? Two bucks." Sarah clutched her purse, her knuckles white. She’d already pawned her grandmother's locket. Two dollars… she frantically counted the coins in her pocket. She came up short, by a quarter. A lump formed in her throat. "Please," she whispered, the word barely audible. "I… I can get it."

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