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When you're off boost the engine is sucking air (minus reading as it's a vacuum), when you're on boost air is being forced in so a positive reading is given.
The OP might be interested to know that you can buy boost gauges that are calibrated from 0bar/psi, so only register from that point on i.e. only positve boost shown - when turbo's blowing...