Force sampling of a certain point

I have a pretty big search space from which I gather 100 samples. I want a certain point of the search space to be among those samples.

I tried using HyperOpt with points_to_evaluate, but when I try and search for that certain config in the results, is not there. There are some that are close, but not that certain config that I want.

How can i force the sampling so it includes that point of the parameter space?