Yes, the first page shows fast, but then the previewer engine continues to load the rest of the pages - I can observe this by watching the preview scrollbar thumb shrinking (to indicate that the scrollbar is increasing in size) - so if this process takes more than 10 secs, the preview will reset.
On my machine the line seems to be about 1MB - smaller PDFs load fully, and larger do not.