My palms grew slick, the waiting room suddenly stifling. I’d expected Dr. Ramirez to be… well, anything other than this. Framed diplomas and the scent of lavender did not align with the memory of a snarling, mud-caked kid who used to steal my lunch money and hide my bike. The receptionist’s cheerful smile felt brittle against the backdrop of my inner turmoil. I swallowed hard, the bile rising in my throat. Could this be the same individual?

He emerged from his office, a slender man with kind eyes and a neatly trimmed beard. He looked older, gentler. "Mr. Evans?" he asked, his voice smooth and professional. The name felt foreign on his lips, somehow. I nodded, every muscle in my body tensed. A wave of disbelief washed over me, a feeling that made me want to bolt for the door.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219