The whole sentence
If you live in Los Angeles, then you live in California
is not a sufficient condition. Rather, you can say that this sentence expresses that living in Los Angeles is a sufficient condition for living in California. Or, in terms of sentences (or claims or propositions) , you can say that the sentence/claim/proposition
you live in Los Angeles
is a sufficient condition for the sentence/claim/proposition
you live in California
Likewise, the whole sentence:
If you don't live in California, then you don't live in Los Angeles.
is not a sufficient or necessary condition all by itself ... Rather, this sentence expresses that living in California is a necessary condition for living in Los Angeles. Or again, in terms of sentences, the sentence/claim/proposition
you live in California
is a necessary condition for the sentence/claim/proposition
you live in Los Angeles
In sum, it's not that the first sentence is a sufficient condition, but rather that it expresses a sufficient condition relationship: that one thing is a sufficient condition for something else. Likewise, it's not that the second sentence is a necessary condition, but rather that it expresses a necessary condition relationship: that one thing is a necessary condition for something else.
And finally, a technical note: while any 'if $P$ then $Q$' sentence is indeed most naturally interpreted as expressing a sufficient condition relationship, namely that $P$ is a sufficient condition for $Q$, it can also be seen as expressing a necessary condition relationship: that $Q$ is necessary for $P$. For example, suppose I say: "If you have taken Calculus II, then you have taken Calculus I". Why do you think I am able to say that? It's because I know that taking Calculus I is a necessary condition for Calculus II.
Likewise, while any 'if not $Q$ then not $P$' sentence is indeed most naturally interpreted as expressing a necessary condition relationship, namely that $Q$ is a sufficient condition for $P$, it can also be seen as expressing a sufficient condition relationship: that $P$ is sufficient for $Q$.