Stable Fire Funding Act of 2006 - Establishes in the Treasury separate funds to be used to pay 80% of the cost for Bureau of Land Management (BLM) and Forest Service emergency wildland fire suppression activities that exceed amounts annually appropriated for wildland fire suppression activities.