The email arrived like a punch to the gut. "Your childhood home is listed..." The words blurred on the screen. Sarah ran a hand through her tangled hair. She had to have it. The apartment, the job, none of it mattered. This was the only thing that did.

She clicked the link, her breath catching in her throat. The pictures were fresh, inviting. The interior, so different, yet so familiar, a mix of old and new. She bit her lip, a wave of nausea washing over her. She couldn’t let someone else have it. She closed her eyes, visualizing the worn porch swing, the scent of her mother's roses. She forced herself to breathe, each inhale a conscious act of defiance against the crushing weight in her chest.

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