He avoided eye contact with everyone. The chatter, the laughter, felt like an assault on his senses. He kept to the periphery of the room, sipping water, his glass a barrier. He felt exposed, vulnerable.

The emcee announced his name, and a wave of heat washed over him. His throat closed up. He found himself mechanically walking to the podium. The lights, the expectant faces, were a wall.

He fumbled with the microphone, his hands clumsy. He saw his father's encouraging smile, but it offered little comfort. He could barely breathe.

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