Using "I got" that way, as jutfrank said, makes it sound as if you arranged for something to happen. It's too similar to sentences like:
I got my hair cut yesterday.
I got my car fixed last week.
Simply say "My watch got broken yesterday", if it was broken accidentally, or "My watch broke yesterday" if it simply stopped working or just fell apart.