The metal door of the workshop was locked. Liam stared at it, his jaw clenched. He’d arrived early, eager to show his mentor, Mr. Henderson, the latest modifications to the prototype. He’d imagined Henderson’s approving nod, the shared camaraderie of creation. Instead, the workshop stood silent, shuttered, and Liam felt a sudden, inexplicable tightening in his stomach, as if a fist had clenched there. The world was suddenly muted, the usual vibrant hum of the lab replaced by an unnerving stillness.

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