Is it possible to revive the office romance?

I had an office romance with my guy colleague and for some reasons we stopped it and we said let's stay professional. We never had sex, only flirting and high sexual chemistry. I miss those moments whenever I see him in the office but we both act professional and indifference.
Is it possible to revive the office romance?
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