The cafeteria noise faded as Emily walked into the gym. The gym teacher, Mr. Thompson, looked up, gave a hearty laugh, and pointed at her. “Well, well, well, if it isn’t…Emily?” He grinned, and the grin was exactly the same as she remembered it, wide and filled with gold teeth.

Emily felt a deep tremor shake her. She gripped the strap of her purse, her fingers feeling numb. The smell of the gym brought back forgotten anxieties: the grueling fitness tests, the taunts about her lack of coordination, and Mr. Thompson's booming voice echoing across the basketball court.

“You’ve got a little Liam, huh?” he said. She managed a strained nod. How was she going to navigate this? She felt a sudden urge to turn around and run. This wasn't happening, was it?

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