The party was supposed to be a celebration. Instead, for Grace, it was a waking nightmare. Surrounded by friends and colleagues, she navigated through the crowded room, each face a potential judge. The book, detailing her life, sat on a table, and people were excitedly talking about it. She hadn't authorized this.

She attempted a smile, but it felt wooden, unnatural. The conversation was like a knife, twisting in her gut. She struggled to respond to questions, the details of her life being discussed so freely and openly. Her hands trembled as she reached for a glass of water, spilling some down the front of her dress.

She needed to get out. She slipped away, abandoning the party. She wanted to be far away, where no one could see her.

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