The scent of lavender and old paper filled Elara's lungs as she sat on the dusty floor of her grandmother's sunroom. She’d always known her grandmother as a proper woman, a lover of afternoon tea and perfectly manicured rose bushes. This was why she was practically rendered speechless. The list, penned in a shaky hand, included things like "Swim with sharks" and "Learn to knit a sweater."

Elara’s eyes flickered across the words, a strange mix of disbelief and something akin to awe swirling within her. Her grandmother, *swimming with sharks*? The thought was absurd.

The subsequent entries were no less shocking. "Go to a rock concert." "Get a tattoo." "Tell someone I love them before it's too late." Elara felt a pressure building in her chest, a tightening that made it difficult to breathe. She leaned back against the wall, utterly lost in a kaleidoscope of unfamiliar images.

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