The laptop screen cast a sickly, green glow on Sarah’s face. She scrolled, her thumb a blur against the trackpad. Articles, comments, threads – all centered around her. Her teenage diary, *intimately* hers, was splashed across the internet. A cold sweat prickled her skin. She felt a knot tighten in her stomach, a physical manifestation of the dread seizing her.

Her breath hitched. She slammed the laptop shut, the metallic clang echoing in the sudden silence of the apartment. She felt a dizzying pressure behind her eyes, the familiar precursor to a migraine. Grabbing her head in her hands, she pressed her thumbs hard against her temples.

She wanted to scream.

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