The drive to the party was a symphony of nervous tics. He checked his rearview mirror every few seconds, adjusted the air conditioning, and drummed his fingers on the steering wheel. Time seemed to slow as he approached the venue.

He found himself stalling in the parking lot, even though he was early. He reviewed his notes one last time, the words blurring on the page. His pulse raced. He felt a profound sense of pressure, an overwhelming need to be perfect.

He opened the car door with difficulty, his legs feeling weak and rubbery. He took a hesitant step toward the entrance, his shoulders slumped. This was going to be the longest night of his life.

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