Honestly, it heavily depends on the vibe of the character, but if I absolutely have to choose, I am Team Deep Voice all the way.
There is just something that love about a low and smooth.
I think it's awesome! If girls can enjoy visual novels or shonen anime, I don't see why the opposite can't happen. If a piece of media has great characters and a compelling plot, it shouldn't stop another gender from enjoying it. Honestly, all are welcome to the community!