Azure SQL Hyperscale, Very Large Tables, and lack of explicit partitioning
I spoke directly to MS on this.  Their answer is that there is no promises - the bad situation I described could well happen.  They don't give any SLAs on performance on Hyperscale.  There is no way to influence how it shards the data between page servers.