The seaside cottage smelled of salt and decay. The bucket list, penned by her mother, lay open on the kitchen table. The salt air and ocean had always been his mother’s joy.

"Write a novel." Lily traced the words with her finger, her lip trembling. Her mother had always encouraged her to create, but now the task felt impossibly huge.

The rhythmic crashing of waves outside seemed to intensify, each crash a judgment. The cottage felt desolate, and a familiar sense of vulnerability washed over her. She buried her face in her hands, wanting it all to disappear.

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