Why do E.coli form parallel clusters?
Cell division happens by division at the middle of the rod, so the result is two daughter cells that are at nearly the same angle. Over time in the absence of agitation moving cells around, this will lead to a groups of cells that have non-independent cell orientations.

For more information, including how people have induced it to do otherwise, see this paper.