How about Longformer?
It can be used to do local attention for all words in a text plus global attention for specified words.  Maybe you could specify all except the first sentence to have global, and the first sentence to have only ocal.
(I’ve never used Longformer, so I don’t know whether the parameters are flexible enough for your scenario.)