No, the noise figure value cannot be negative.
The signal-to-noise ratio at the input is always greater than the signal-to-noise ratio at the output, which means that the noise factor should always be greater than one.
When you take the logarithm of the noise factor, it determines the noise figure, and the log of a value greater than one is a positive number.
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