The speech was in her pocket, a carefully crafted masterpiece of sentiment and wit. But the words felt distant, unrelated. Her jaw ached with tension. Each time she caught someone's eye, she had to force a smile. It felt unnatural.

She'd spent weeks preparing, practicing in front of her cat, her plants, anything that wouldn't judge her. Now, facing the reality of the situation, she felt a strong urge to flee. The idea of public speaking was too much.

She took a deep breath, and tried to focus on her mother. Her radiant face, her tireless support. That was why she was doing this. She had to.

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