Jesse,
I have found that I prefer a good stout knife for splitting wood up to 3" in diameter. Bigger than that and I will use an ax such as the GB Small Forest Ax.
I often carry a leather pouch with fatwood sticks I have split in my fire kit. Three or so inches long and between match stick size and pencil size. These will burn very hot and fairly long.
