I don't see how changing my password changes a "security context". I don't suddenly get more or fewer permissions.
As for logging other places out, that's a design choice. People change password either because they routinely change theirs (they either need to or choose to), or because of a (suspected) compromise. In the latter case you'll probably want to log everyone else out (though, who says you're logging out the attacker and not the legitimate user?) and in the former case you shouldn't (otherwise changing your password becomes annoying and avoided). The interface for changing the password could have a "log out all sessions" checkbox or it could just be a feature separate from changing your password.
No, it's not as simple as you put it. No need to condescendingly pass it off as "security 101".