Do not throw it out yet. Sometimes yeast will take a while to get started.
Also, unless you are taking gravity readings, you don't really know if it's fermenting. Fermentation isn't always obvious visually, especially in a 1 gallon batch. You may have had vigorous fermentation overnight, for example, and see nothing now.