Some dogs have a bad rap as far as being safe and loving. Although it is true that many dogs have certain inbred qualities, factors to be considered are how they are raised, how they are treated and how much bonding they are given with their pack (Family).
Aggressive behavior is indeed a taught behavior, some dogs will be more prone to acceptance of this behavior than others.
This video shows interesting traits of various dog breeds.
.){kind=link}