The clatter of dishes had just subsided, the last of the breakfast clean-up complete, when the noise erupted. A sickening crunch, followed by a series of smaller snaps. Martha, drying her hands on a dishtowel, spun around.

She dashed to the back door, yanking it open. The sight that greeted her left her momentarily speechless. The oak tree that had defined the view from her kitchen window for forty years was gone. Smashed. Ripped apart.

She instinctively covered her mouth with her hand, as if to stifle a gasp. Her eyes darted around, searching for some explanation. But there was only the mess.

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