“Just breathe,” she whispered to herself, over and over, as she stood near the buffet. Her heart was in her throat. The aroma of the food, usually appealing, nauseated her. She felt a growing sense of panic.

She looked at her father, smiling and chatting with guests, and a pang of guilt shot through her. She didn’t want to disappoint him. He deserved this. But the thought of standing up and speaking filled her with dread.

She pretended to examine a particularly ornate canapé, stalling for time. She wished she could melt into the floor. The moment was fast approaching, and she felt completely ill-equipped.

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