The old, battered trunk, half-buried in the sand, was a stranger. I ran my hand over the weathered wood, my stomach a mess of knots. I felt so very lost.

Inside, a collection of old photographs, a compass, and a map. I recognized none of it. My breath quickened. The silence of the beach felt suffocating, pressing in on all sides.

I pushed the trunk shut, my palms slick with sweat. I looked around, as if expecting someone. Then I turned and walked, hurrying away from the shore, away from the thing I did not understand.

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