I think you need to look at cause/effect relationships here to make sure you don't get confused.
Increasing HR will increase BP.
Does that mean that a high BP comes with a high HR? Not necessarily. Just from feedback loop logic, you would expect that if hi HR causes hi BP, a hi BP would result in a lo HR to compensate through some feedback mechanism.
If the cause of hi BP is hi HR, then yes they're directly (rather than inversely) relatd. If the cause of hi BP is some other thing, HR could be lower to compensate, in which case they might be inversely related.
I'm just pulling this out of my @** since I really have no idea how that feedback would occur, but an important point in these relationships is cause and effect. Which one, if either, is the independent variable, and which is the dependent?