The musty smell of the antique bookshop choked Amelia. She clutched her daughter, Clara, closer, the thin cotton of her sundress a flimsy barrier. Clara, barely eight, was nose-deep in a dusty volume, her eyes gleaming with a zeal Amelia found unsettling. Hours they'd been here. Amelia, a casual reader of historical fiction, had found comfort in the stories. Clara, however, was devouring everything – the paper, the binding, the *idea* of the past, it seemed. Amelia’s hands trembled, she thought of the stories, the wars, the plagues, the price of knowledge. She tried to persuade her to go, to play outside. Clara just shushed her, a little smile playing on her lips, and went back to reading.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294