The world seemed to shrink around Sarah. The professor’s words, a polite explanation, felt distant, muffled. It wasn’t her scholarship; it belonged to another student, a clerical error. A wave of dizziness washed over her. She clutched the edge of the lecture hall desk, her knuckles white. She tried to formulate a response, but her voice caught in her throat.

The weight of the impending consequences settled on her shoulders. She wanted to scream, to run. She saw the faces of her family and pictured the shame. She had to stay upright. She needed to look normal.

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