"Impossible," Amelia muttered, her voice thick with disbelief. She reread the notification on her phone, then again, just to be sure. The words swam before her eyes. She felt a jolt of energy, followed by a dizzying sensation in her head. She gripped the edge of the kitchen counter, her knuckles white.

She'd poured her heart and soul into the application. She’d sacrificed sleep, social life, everything. She’d meticulously crafted each essay, edited and re-edited every paragraph. Now? Denied. She felt a knot forming in her stomach.

She walked to the fridge, grabbing a bottle of water, then almost dropping it on the floor. Her hand was shaking. She leaned against the refrigerator, unable to take a drink.

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