He pulled up to the curb, staring at the dilapidated structure. Brick dust coated the air, and a heavy machinery sat on the front lawn. The house looked smaller, more vulnerable than he remembered. He felt a knot in his stomach.

She hadn't been back in over a decade. He expected it to be there, unchanged. A haven. A place to return to. Now, the windows were boarded, the paint peeling, the structure clearly compromised.

He slowly opened the car door, his legs heavy. He walked towards the fence, his vision blurred. He couldn’t seem to breathe properly. The machine’s metal teeth glinted in the sunlight. He had a sudden urge to run, to stop it.

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