If your dog gets more frantic when you correct him, if he runs around the house like a mad dog when you try to calm him down, if he jumps desperately at your face when you attempt to stop him - he's probably reactive. Simply put, a reactive dog reacts to you. Praise should be abundant but calm. Do this and your dog will settle down amazingly quickly. Young, overweight and short nosed dogs need to be exercised carefully, so discuss what would be good for your dog with your veterinarian before you start.
Some dogs have a poor reaction to certain foods.
While we are not qualified to venture a guess as to why, it does happen. If your dog has always been high energy, try putting him on one of the many 'natural' foods available. Occasionally, a simple food change can make an amazing difference. Here's a problem unique to a big household. Everyone wants the dog's attention.