To me it adds the flavor of a continuous tense, and it's talking about the future. It describes or addresses the period between learning of the future non-event, and the non-event itself. "To be [not] going" describes a state of affairs.
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cho7712I rather think that '...would go' is more appropriateNo. It's too easily confused with the 'will and would of refusal'.