“Hey, wanna grab some ramen later?” That casual message, sent by “WanderlustWillow,” now sent tremors through Chloe’s frame. The ramen place they had in mind was a small, local establishment. She’d mentioned her love for the place to her online friend a week ago. Her breath came in shallow, uneven gasps.

She stared at the message, her mind a whirling vortex. She considered ignoring it, pretending she didn't see it. The thought of facing the person behind the screen ignited a cold fire in her chest. She pictured the small restaurant, the steaming bowls of noodles, and a person she’d never truly met.

She felt a sudden urge to flee. She grabbed her keys, hesitating on the door step.

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