The flickering fluorescent light in the kitchen cast long, dancing shadows. Sarah slammed the empty cereal box onto the counter, the sound echoing in the too-quiet house. Her stomach twisted, a familiar knot forming whenever she thought about the looming foreclosure. She had missed the last three mortgage payments. Each bill piled up, suffocating her.

Her realtor’s voice, now a distant memory, suddenly crackled in her mind. “Perfect starter home! Charming history! No problems!” The charming history, it turned out, involved a gruesome unsolved murder. The detective’s official report now sat open on her table, each line a fresh stab of anxiety.

She ran a hand through her hair, finding a clump of loose strands. The realtor had definitely glossed over that tiny detail. Now, staring at the property, it felt tainted. Sarah wondered if she could even bring herself to wash the dishes, to sleep in a bed where something so awful had occurred.

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