If a person can achieve a pure thought does it mean they forgot their past?

it means they can see their past as part of the bigger picture

No. I've had pure thoughts, such as happiness I survived awful, unspeakable things that no one should ever have to go through.

nope

Oh no.... not at all.

I don't think it does.