The constant noise gnawed at Clara's nerves. She started biting her nails, something she hadn't done in years. She couldn’t concentrate on her work. Her usual optimism dissolved.

She found herself becoming increasingly irritable. She snapped at her children. She argued with her husband. The smallest thing would set her off.

She kept the television on, the volume turned up, as if the white noise could somehow protect her. The thought of confronting the neighbors filled her with a sense of dread. She felt trapped.

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