Elias slammed his notebook shut, the metallic clang echoing in the otherwise silent workshop. Sweat beaded on his forehead, and he tugged at the collar of his shirt, suddenly feeling suffocated. He'd spent months, poured his heart and soul into this, the self-folding laundry machine. Now, staring at the patent number on the screen, he felt his stomach drop. *Someone* had already done it. He ran a hand through his hair, dislodging a cloud of sawdust. The air in the room felt heavy, thick with a disappointment he couldn't quite articulate.

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