Prepare for immediate take off does not mean "spool your engines up"!
Yes, but pulling forward with more than idle thrust a few 10 meters to the displaced threshold is something that is necessary on this particular runway if you want to be in line with the local regulations.
Then you would apply take-off power at the displaced threshold, once cleared for take-off.
Another option is: take-off warning went off