The rhythmic thudding started promptly at seven, just as the sun began its hesitant climb. Sarah clutched her mug of tea, the ceramic warm against her clammy hands. Her gaze darted from the window to the calendar, each tick of the clock amplifying her unease. The planned escape to the library felt distant, almost impossible.

She ran a hand through her hair, the strands catching on her fingernails. Her stomach churned, a familiar unpleasant sensation. Each hammering blow was a drumbeat against her peace, the volume seemingly increasing with every passing minute.

"Just breathe," she murmured, the words feeling inadequate against the rising clamor. The thought of confronting Mr. Henderson filled her with a strange reluctance, her feet suddenly leaden. She took another gulp of tea, the bitterness oddly comforting.

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