Typically ThreadLocals are used whenever something is costly to initialize per-request. The rule of thumb is usually: you might want to use some heavy object without locking, so you stick into a ThreadLocal.

However, if suddenly you have a million threads then this optimization doesn't work anymore. Sure, the concept of ThreadLocal still works, but in practice you'll end up creating a million of these heavy objects - something you wanted to avoid!