The knocking started again, a steady, insistent rhythm that hammered against her already fragile nerves. Sarah flinched, her breath hitching in her throat. She stayed perfectly still. She could hear voices, muffled through the door.

She backed away slowly, her heart pounding. Her fingers dug into her palms. She found herself crouching in the corner of her bedroom, pulling her knees to her chest, trying to make herself as small as possible, as if she could vanish from sight.

Emotion: afraid

Cluster: Fear / Anxiety
PC1 (Valence): -2.76 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.316
마다0.314
worse0.313
😰0.303
恐惧0.290
Suppressed:
de-0.691
la-0.562
a-0.402
"-0.316
brag-0.293