Thanks for the comment!
It just make the $1 bombs appear more often in the playing area if you buy more of them. So, your second theory is correct, it changes the composition. Though, your thought of buying more bombs to populate the playing area more is interesting. I'll look into it to see if it's good or not. Thanks for the idea!