The notepad had slipped out of his jacket pocket. "Learn to play the guitar." "Become a chef." "Move to a cottage by the sea." He couldn't seem to get his hands to stop shaking. James stared down at the list, the paper fluttering slightly in the breeze.

The world tilted and shifted. The park benches, the trees, all seemed to blur at the edges. A wave of dizziness rolled over him. He felt like he was falling.

He sat down heavily, the list clutched in his hand. He suddenly felt exposed, raw. He felt something very, very unpleasant.

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