You'll get much better voltage delivery with AA over AAA. Short of an involved technical explanation, with any battery, the bigger it is, the less voltage sags under load. Though, even with 3 AA NiMH batts, you're going to get a vape on the weak side. You pretty much need 4 of them, and then you need to limit yourself to an atty resistance no less than 3Ω.