This is offbeat usage, but acceptable in a writing context, and especially from a writer. This is similar to edgy usage like: I was gorged on writing. I was propped up on writing.
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Mr. TomWould you say that the use is natural?More natural to me are these:
Mr. TomAt the time, I was concentrated on writingShould be: At the time, I was concentrating on writing