Sarah twisted the engagement ring on her finger. The gold felt cold against her skin. Liam had been acting… off. Secretive. He’d started disappearing into his home office after dinner, muttering under his breath. The door was always closed. The silence that followed was often broken by the click of a keyboard. Now, as she walked past, she heard him speaking… but not in English.

She leaned closer, pressing her ear to the wood. It was Korean, the language of her ancestors, the language she hadn’t spoken since childhood. Her pulse quickened. Her breath hitched. She pulled back quickly, her hand flying to her mouth.

She went to the kitchen, poured herself a glass of water, and took a long, slow sip. She stared out the window, her gaze unfocused. The water tasted metallic.

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