As people pointed out, change the distance to 43 meters and you’ll get the walk answer.

It would be interesting to see the answer parametrically change.

An equally strange trip question is to say the car wash is 0m, 1m, -10m, 1000000m, orange m, etc.

What I really want is to be able to search through the training dataset to see the n closest hits (cosine distance or something). I think the illusion would very quickly be dispelled that way.