"It's just a few weeks," she told herself, her voice barely a whisper. The drilling had begun again, and the house seemed to vibrate in sympathy. The sound was like a physical pressure, squeezing the air from her lungs.

She walked from window to window, tracing the cracks that had appeared in the walls, as if searching for an escape. Her breath came in short, shallow gasps. She clutched her chest, attempting to soothe the frantic beating of her heart.

The thought of confronting the situation seemed impossible. She sank into a chair, the noise washing over her, a constant, unrelenting wave. She had to get through this, somehow.

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