The antique desk creaked beneath Clara as she leaned over it, the letter clutched tightly in her hand. It was a note to her daughter, written just before her wedding, a confession of doubt she'd never voiced aloud. The paper, fragile with age, seemed to mirror the vulnerability she now felt. She'd been about to send it, but she’d been frozen with fear.

The late afternoon sun slanted through the window, illuminating dust motes dancing in the air, each one a tiny reminder of the years that had passed. She reread the words, the familiar sting of what she'd almost confessed rising in her throat. Her gaze drifted to her wedding ring, a cold band of metal against her skin.

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
πŸŽ‰-0.233
happy-0.231
"-0.228