A coupling constant tells how strongly a given
particle couples to a given
field. For example, the
electric charge tells how strongly a particle couples to the
electric field, which means that it really determines the fundamental strength of the electric field.
So yes, you can think of the coupling constants as kind of charges, like the electric charge.