The parking lot lights seemed to blur as Michael drove away from the school. He’d barely made it past the curb before his hands started trembling. He clutched the steering wheel, his knuckles bone-white. The news, delivered with a casual smile by the principal, had knocked the wind out of him. Ms. Henderson. His sixth-grade teacher, now his son's fourth-grade teacher.

He took a deep, shaky breath, trying to calm the rapid hammering of his heart. The thought of revisiting those classrooms, those hallways, brought back a flood of forgotten anxieties. He had been a troubled kid, a quiet kid. And Ms. Henderson had… well, she hadn't been kind.

His fingers tightened around the wheel. He considered pulling over, but the road was dark and empty. He had to get home. He had to be strong for his son, but an image of Ms. Henderson's stern face kept flashing through his mind.

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