The coffee tasted like ash in Emily’s mouth. She set the mug down with a clatter, the sound jarring in the overly bright kitchen. The discovery of her daughter, Lily's, secret TikTok account had left her feeling...unsettled.

She stared out the window, at the vibrant green of the lawn, a stark contrast to the darkness that had settled in her heart. Lily had always been so open, so communicative. This hidden space felt like a betrayal.

A cold shiver ran down her spine, despite the warmth of the sun. The thought of confronting Lily, of the inevitable questions and the potential for conflict, caused a knot to form in her throat. She dreaded it.

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