The grocery bags felt heavier than usual as Amelia wrestled them toward her front door. She’d just seen Mr. Henderson, the quiet old man who always wore the same tweed jacket, get into a sleek, crimson sports car. The kind that probably cost more than her entire annual salary. Amelia nearly dropped a carton of eggs. She blinked, peering through the rapidly darkening evening. He’d smiled at her, a polite, almost apologetic smile, before the car purred down the street. It was a stark contrast to the rusty sedan she’d always assumed was his only mode of transport. Her jaw went slack. This changed everything.

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