The delivery trucks had been arriving all morning, unloading boxes upon boxes at the new house. She watched, a pit forming in her stomach. The new neighbors, she had heard, were from out of state, wealthy beyond measure.

She had been saving for years to finally replace her old, clunky refrigerator, which was now making a terrible groaning sound. Now, she felt a profound sense of… something… as she watched the movers carrying in a brand-new, stainless-steel appliance for the house next door.

She felt a tightening in her chest, making it hard to take a full breath. She picked at a loose thread on her sweater. She couldn't shake the feeling that she was being judged, though she had never even met the new neighbors.

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