No, that isn't causing your $ increase.

The wire size is almost certainly irrelevant to the size of your bill. Heat and AC use lots of power, so cost lots of $$.

Your question is similar to saying "my water bill is really high when I fill my pool or irrigate my yard, should I use a larger hose?" If you think about it in those terms you will see why larger wire wouldn't make a noticable difference.