By guess would be that the power is just for the lamp and the yellow is a switched connection to ground and the fix would be to ground the yellow wire.
If you have the gauge\float out, ohm it out with a multimeter moving the float up and down and see how the yellow wire interacts with either hot or ground. That or look at the wiring diagram...
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