The principal’s words, "Mrs. Olsen will be your son's second-grade teacher," echoed in Alan’s ears. He felt a wave of nausea wash over him. His childhood flooded back – the strict rules, the sharp reprimands, the constant feeling of being watched.

He abruptly excused himself, muttering something about needing air. He stumbled outside, leaning against the brick wall of the school, the cool surface doing little to soothe the heat that surged through his body. His hands trembled as he lit a cigarette, something he hadn't done in years.

He closed his eyes. He saw the face of the boy he used to be, shrinking under Mrs. Olsen's gaze. He felt a desperate need to protect his son from the same experience. He wanted to intervene. He did not know how.

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