They express the same meaning:
Post-modification: at the time (of the event).
Pre-modification: at that (given) time; i.e., at the time of the event.
=> At what time? That requires a referent. What's the previous sentence (i.e.. ___________. It's not a surprise...)?
Does that help?
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