He re-read the notice. *The Happy Crab Shack - Closing Down*. His mouth felt dry. The corners of his eyes began to sting. He ran his hand over his face, as if trying to physically wipe away the words.

He stared out the window, at the gray, overcast sky. Everything seemed muted, dull. He'd lost his appetite. He'd lost his energy. He'd lost… something irreplaceable.

He closed his eyes, and a single tear traced a path down his cheek. He’d never get to taste their amazing crab cakes again.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228