The estate agent’s words, 'fixer-upper', echoed in Amelia’s mind. She ran her hand over the cracked paint on the exterior wall. It was worse than she remembered, every corner of the house in need of attention.

Her brother, Ethan, was already inside, talking animatedly about renovations. He didn't seem to grasp the magnitude of the project. She tried to match his enthusiasm, but her smile felt brittle.

She pictured the financial strain, the time commitment, the potential for things to go wrong. She felt a cold dread settle in her stomach.

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