The bitter components contained in the skins, seeds, and stems of grapes are called "tannins." They are an essential component of red wine, and are an important factor in imparting complexity and depth to the wine as a whole.
Wines rich in tannins can withstand long-term aging. Aging tends to soften the tannins, and full-bodied red wines tend to have strong tannins.