They wouldn't have been able to find it. The lake was burried in massive amounts of ash.
There were survivors that have stories of everything turning black, and breathing the heat caused damage to their repiratory systems. They describe a living nightmare.
I can't remember the name of the documentary I used to have. This link might be it. If not, I'm sure it has interesting info anyway.