Holding down steel plate w/ multiple magnets: Does orientation matter?

[Wookbert]

The picture below shows an image of a bed from a 3d printer, which I intend to equip with an array of 15 x 3 mm Neodym magnets to hold down a steel plate. The steel plate itself is not and can not be equipped with magnets. Theres a heated aluminium bed between magnets and steel plate and the magnets are specified to withstand 150°C.

The left side shows all 12 magnet arranged with the same orientation, on the right side every second magnet is flipped. The distance between the magnet is wide enough so they don't noticeably attract/distract/disturb each other.

Question: The goal is that the steel plate lays flat (Z direction) and does not accidentally move in XY direction. Is either magnet orientation better than the other in achieving this?

[MadelineB]

The Science Buddies Ask the Expert forum is for students in grades K-12 who need help with their science projects. There are other sites on the internet where your posts would be appropriate.
Thank you.