Her palms were slick as she watched him approach. Sarah chewed on the inside of her cheek, a nervous habit that she’d tried to break for years. The sun beat down, making the back of her neck prickle. Mr. Davies, clipboard in hand, was a solid presence, his shadow stretching across the carefully tended lawn.

“Just wanted to chat about that big pine,” he said, his voice level. He pointed to the offending tree, its needles casting a deep shadow over his side of the property.

Sarah’s breath hitched. She should say something, form a coherent sentence, but the words seemed to catch in her throat. Her heart hammered against her ribs, a frantic drumbeat against the silence. She gripped her hands into fists, willing the shaking to stop. The thought of change, of disruption, brought a wave of unwelcome nausea.

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