The paper crackled in her trembling hands. A 'C-'. Amelia stared at the grade, then back at the professor's neat, looping handwriting. Her pulse hammered against her ribs. She’d spent weeks on this essay, staying up late, researching diligently, crafting each sentence with care. The words swam before her eyes. “This can’t be right,” she mumbled, her voice barely a whisper. She re-read the comments, searching for some explanation, some clue that would unlock this bewildering outcome. Her stomach twisted into a knot.

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