Unlike the_excerpt(), which auto-generates an excerpt from the content if one does not exist, get_the_excerpt() merely returns the contents of the post_excerpt field.
Instead, use apply_filters( 'the_excerpt', get_the_excerpt() ), which will trigger the same processing as the_excerpt(), but return the output rather than echo it.