The email notification made Liam jump. He took a long, steadying breath. It was from David. He stared at it, a tight feeling constricting his chest. He clicked on the email. It contained nothing, just an automated "friend request" from the platform. He felt his pulse quicken.

He rubbed his temples. He was thirty-two now, a completely different person. He had a good job, a loving partner, and a life he was proud of. He got up and began to pace. Why was he acting like a child again?

He needed to change the subject, anything to get his mind off of it. He grabbed his coat, heading out the door, and walked aimlessly towards the park, the crisp air doing little to ease the feeling of dread weighing upon him.

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