"under 10,000 gross don't have to stop at weight stations" EXCEPT in states where you have to stop.
Rules may have changed recently, but for many years in Nebraska the signs read "All pickups with trailers enter station". Also Illinois signs used to read "All trucks over 4 tons enter station". They may have changed recently too.
In other words different states have different rules, pay attention to the sign you see.