Just so anyone knows, if you were having the same issue as me, it might not be the arrow heads, its the show direction option to put a red arrow on every line showing the direction of the vector in the drawing.
If you select one of the lines with the red arrow in the middle of the line, at the bottom of the object info panel is a box that says 'show direction'. Uncheck this.