The invitation sat on Sarah’s kitchen counter, a pristine white rectangle taunting her. She’d read it a dozen times, each time a new wave of heat prickled her skin. It was just a speech. A short, congratulatory speech for her mother. Yet, the thought of standing in front of all those people, all those judging eyes, made her stomach churn. She slammed the refrigerator door, the sound echoing in the otherwise silent house.

Her palms felt clammy. She found herself wringing them, trying to imagine the words, the perfect words. They wouldn’t come. Only a blank space in her mind. Then the feeling of a lump in her throat, thick and resistant. She had to do this.

That night, she practiced in the mirror, her voice barely a whisper. Each failed attempt, each stumbled word, fueled her internal conflict. The mirror reflected her unease. Would she be able to get through it?

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