When using a Splash Water Bottle(untested for other splash potions), the particles are not in the center of the block. I believe that the small "pool" of water caused by the potion is to blame, but I cannot be sure.
EDIT: This happens with all splash potions
Environment
Java: 1.8.0_25
OS: Windows 8.1 version 6.3 64 bit
Confirmed