Yes, you will get more power with the higher AH batteries. Why? Voltage Sag!
A battery can only put out so much juice, called the C rate, which is the Capacity. Say you have a 2AH battery. It will put out 2A for 1 hour, which is called 1C. If you want 4A, you get 30 mins, that is 2C, etc...