The wind whipped around John, carrying with it the scent of autumn leaves and impending rain. His eyes immediately fell on his old friend. He froze, his entire body going rigid. The bear sat amongst a collection of chipped porcelain dolls. The juxtaposition felt ominous.

He remembered the echoing silence of the house, the empty rooms, the feeling of complete helplessness. He didn’t want to go back there, not even in his mind.

A woman with a bright red scarf approached him, her voice cheerful. “Isn’t he a sweetie? Just a dollar!” John’s hands were clammy. He backed away slowly, as if he were being stalked.

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