The weight of the groceries in his arms seemed insignificant compared to the hollowness he now felt. David stopped dead in his tracks, his gaze fixed on the empty space in his driveway. His work van was gone.

He lowered the bags carefully, as if the slightest movement might shatter the fragile reality he was clinging to. His mind struggled to comprehend the visual absence. He felt an intense pressure building behind his eyes.

He began to pace, his steps jerky and uneven. He felt a sudden urge to laugh, a hysterical bubble of sound threatening to escape his lips. He pressed his lips tightly together, trying to suppress the rising tide of…of…*something*. He didn't want to think about what he was going to do.

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