"Can you hear that?" Lisa asked her husband, her voice tight. The hammering was incessant, the vibration noticeable even inside their closed windows. It was her home, but did it *feel* like her home?

She stared out the window, watching the workers move about. She balled her hands into fists. She felt as though something precious was being taken away, though she was unsure what.

She considered calling the city. She wanted it to end. The idea of the weeks of this was causing a physical ache.

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