He stared at the classroom schedule. Ms. Reynolds. His breath hitched. It was a reflex, a physiological response to the past, decades ago. His daughter, Olivia, clapped her hands with delight, utterly unaware of the dread that was coursing through her father's veins.

A cold sweat slicked his palms. He could almost hear Ms. Reynolds’ sharp, demanding voice, the way she scrutinized every detail. The classroom itself, the rows of desks, the scent of chalk, replayed in vivid detail within his mind. He fought to remain composed.

Later, he found himself pacing the house, unable to settle. The thought of Olivia subjected to that same pressure, that same critical gaze, filled him with a sharp, piercing ache. He felt like he should do something but didn't know how.

Emotion: frightened

Cluster: Fear / Anxiety
PC1 (Valence): -2.74 Negative
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion frightened. 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 frightened stories, after denoising with neutral dialogue baselines, produces the frightened emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frightened vector is projected through the unembedding matrix.

Promoted:
😣0.324
😰0.323
worse0.301
😖0.294
느껴0.294
Suppressed:
de-0.630
la-0.616
a-0.347
"-0.345
happy-0.294