The bank statement felt heavy in her hand. She stared at it, the numbers blurring, the reality of it all just starting to sink in. She hadn’t slept well for weeks, and this discovery only amplified her apprehension. She looked around the meticulously kept house, a place they built together. Sarah’s hands trembled.

She walked to the window, the image of her husband’s smiling face flashing in her mind. He was at work now. She pictured him, going about his day, unaware of what she had just found. The questions echoed in her head, and the silence in the house was deafening.

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