Sarah stared at the brightly lit screen of her laptop, the glow reflecting in her widened eyes. She felt a cold prickling sensation crawling up her spine. Her journal, the one that held all her hopes and vulnerabilities, was… different. She saw a slight crease in its spine, a subtle indication that it had been open. Her roommate, Emily, was humming as she worked.

Sarah felt the blood drain from her face. Every word she'd written now felt like a public confession. Her heart hammered against her ribs, a frantic drumbeat against the silence.

She felt a compulsive urge to rip the pages from the notebook, tear apart the evidence of her secret self. Instead, she shut her laptop and closed her eyes, trying to visualize a place to escape.

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