"We have to go, it's just a *party*," Jake said, his voice unusually high-pitched. He looked at the invitations again. He was going to spend his whole birthday alone.

He stared at the calendar, the red circle around today's date seemed to pulsate with a threatening rhythm. He kept squeezing his hands into fists.

He wanted to scream. He imagined the judging of his friends, that he wasn’t cool or fun. The pressure was intense. His party was a simple movie night. His friend, Kevin, was having a live music party.

He wanted to stay in bed, pull the covers over his head and hope the day would just disappear. He hated the idea of people knowing. He hated the idea of everyone having a better time somewhere else.

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