The fluorescent lights hummed, a low, persistent drone that amplified the sudden pounding in his ears. He kept his hands in his pockets, balling them into fists. He had walked this street hundreds of times, but now, everything seemed unfamiliar, dangerous.

He felt the sweat beading on his upper lip. He took a long, slow breath, trying to slow his racing heart. This felt impossible. He was already dreading the disappointment he knew would come.

He approached the counter, the floorboards of the shop creaking loudly with each step. He opened his mouth, but the words wouldn't come. He closed his eyes and tried again.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256