“He… what?” Mark sputtered, nearly choking on his coffee. His friend, Sarah, leaned across the table, a mischievous glint in her eye. She’d just returned from a housewarming party at their neighbor, Mrs. Gable’s, and she had a tale to tell. “The place was enormous, Mark! And the art… it was museum quality.” He stared, disbelieving, at the chipped mug in his hands. Mrs. Gable? The woman who watered her lawn with a hand-held hose and always wore the same flowered dress? The one who collected stray cats? He ran a hand through his hair, a wave of confusion washing over him. He felt suddenly very small.

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