Question

Why the direction of dipole moment is from -q to +q?

Answer 1

No , charge always flows from+ ve to- ve terminal .

Ray's originate on + ve terminal

and moves in the negative terminal.

hope it helps you out dude

Answer 2

but the charges are in way from positive to negative