The sight of the twisted metal and shattered glass on Mr. Harrison's car sent a shiver down Amelia’s spine. The fallen maple had nearly crushed the vehicle. She hugged herself, trying to ward off the growing chill.

She looked at her own towering oak, its branches heavy with autumn leaves. She had always loved the shade it provided, but now, its presence was a constant source of apprehension.

She spent the evening by the window, watching the tree sway in the breeze. Each creak and groan of the branches was a source of discomfort. She kept the lights on all night.

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