Does it make a difference to whether it sloshes around, whether there's air in the pack or not?

It seems to make a difference for me cycling and walking, if I'm careful to fill the pack *completely* full of water, or evacuate any air space if I'm not filling it. But I've never tried running with a hydration pack.