"A speech?" Amelia echoed, the word feeling foreign on her tongue. Her friend, Sarah, had just relayed the news of her mom's request. Her heart rate had increased so rapidly. She’d been staring, a blank canvas of feelings.

She hadn't been expecting any of this. She had always been the listener, the observer, content to let others take the spotlight. Public speaking was her version of a personal hell.

She knew she couldn't refuse. Her parents’ happiness was paramount. But as the party approached, the butterflies in her stomach multiplied with each passing day. At the party itself, she kept replaying her lines, trying to remember what she had written on the cards.

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