Because stain reacts differently to different types of wood, you might find that the color you loved on the sample ends up looking altogether different once applied. As for how to change stain ...
The color results from minerals in the water reacting with tannins in the wood, the same reaction that occurs around iron nails or screws, particularly in tannin-rich woods such as cedar or oak.