Why is current going towards the voltage source in this circuit?
It is just by convention.

If you draw all the currents as either going out of a node (or into a node) a node you can say:


  The sum of all currents going out of a node are equal to 0


Obviously then some of the current will have negative values if they are infact flowing into the node, but this way you can do the maths more easily.