The cold tile floor offered no solace to Clara. She sat cross-legged, staring at the ceiling, her breath hitching. Her son, Daniel, had informed her with an almost casual detachment that he was embracing the teachings of the Church of Scientology. She felt as though the ground beneath her had crumbled away. The silence of the house pressed in on her, amplifying the tremor in her hands. The faces of her family swam before her eyes, a kaleidoscope of conflicting emotions.

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