I've found a solution that works:

select eo.ID, eo.EventDate, gc.Grade

from #EventOccurrence eo

inner join #GradeChange gc

...

Hi, thank you for your help!

Here's the DDL, with some changes to (hopefully) make the data more intuitive:

/* If the test table already exists, drop it */

...