The school office felt like a pressure cooker. Amelia's palms were slick with sweat. She had to talk to Ms. Carter. Her daughter, Lily, was struggling, and Amelia knew the source of the problem. It was the same Ms. Carter who had made Amelia’s childhood a torment.

She swallowed hard, her throat constricting. Years melted away, and she saw herself again, small and insignificant, failing to meet Ms. Carter's impossible standards. The woman's face was an unwavering mask of disapproval, and Amelia was petrified of encountering the same judgment toward Lily.

She took another shallow breath. She wanted to scream. She wanted to run. But she was a mother now. She had to stay. She had to fight. She steeled herself.

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