The little boy, Timmy, paused at the edge of his yard. His shoulders were scrunched up slightly, and he was gripping his red ball very tightly. The sight of the border collie, Scout, meant one thing: another game of chase, another series of frustrated attempts to retrieve his toys.

He didn't dislike Scout, but the dog's boundless energy and the resulting chaos always left him feeling a bit drained. He bit his lip and began to whistle a tune, trying to project an air of nonchalance.

He glanced over his shoulder, as if expecting something to appear. His face softened when he noticed his mom on the porch. He took a few steps forward and smiled.

Emotion: nervous

Cluster: Fear / Anxiety
PC1 (Valence): -1.08 Negative
PC2 (Disposition): -0.47

Role in Research

This story is one of 1,000 stories generated for the emotion nervous. 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 nervous stories, after denoising with neutral dialogue baselines, produces the nervous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the nervous vector is projected through the unembedding matrix.

Promoted:
worse0.229
trem0.203
😰0.203
😨0.201
ç·Šå¼µ0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210