The chipped mug in Liam’s hand rattled against his teeth. He hadn't been able to drink the coffee; it sat cold and forgotten on the kitchen counter, but the feeling of something solid to grip steadied him. He traced the faded floral pattern on the mug again and again, his thumb rubbing furiously. Across the small kitchen table, Sarah was telling him about the apartment she’d found. Sunny, she kept saying, with a view of the mountains. He swallowed hard, the muscles in his throat suddenly tight.

“That’s…that’s great, Sarah,” he finally managed, his voice sounding thin. He felt a wave of heat rush to his face. He quickly looked away, focusing on the intricate dance of dust motes in the sunlight streaming through the window. He wanted to ask how they'd get to the movies, or who he was supposed to go to the park with, but the words were stuck.

He stared at his hands, watching them tremble slightly.

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