James felt a prickling sensation on his skin as he examined the old photographs. He'd found them tucked away inside his grandfather’s wartime diary. His grandfather, usually presented as the ultimate family man, was shown with other women, some in uniforms. James felt trapped and couldn't breathe.

He found another album. The images of his grandmother appeared with a different man. The happy smiles on their faces were like a blow to his stomach. He felt a wave of nausea.

He slammed the book shut and quickly left the room. The house suddenly felt too small, too confining. He needed to be outside, in the open air. He walked out to the garden.

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