The clatter of the train set, a source of childhood delight, now grated on her nerves. Sarah’s son, Ben, had inherited her love of model railways, but his interest was far more intense, demanding, consuming. He now sought to build a whole layout, and spent every waking moment hunched over the tracks.

She retreated to the kitchen, the sounds of the trains echoing through the house, becoming a background noise that made her head ache. She rubbed her temples, trying to block out the clickety-clack.

Ben appeared in the doorway. "Mom, can you help me with the wiring?" She felt her throat constrict, the words, a refusal, poised on her lips. She forced a smile, a shaky gesture that betrayed her turmoil.

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