The vibrant colors of the blooming rose bushes suddenly seemed to fade. Emily's fingers, which moments before had been poised to water them, now hung limp at her sides. Her eyes darted from side to side, a frantic search for some rational explanation. The tow truck? No, she hadn’t received any warning. The keys? Still in her pocket.

She felt a dizzying sensation, as if the ground beneath her feet was suddenly unstable. She swallowed hard, trying to regain control of her racing pulse. Her entire body felt frozen, stuck in place, as if held captive by some invisible force.

“Where…?” she began, the question dying in her throat.

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