But that toaster would just be a device to talk about consciousness in general. In this case it does that and also it talks specifically of the LLM case, which can spark the discussion. Unless you believe to have the only valid and true opinion on the matter, and affirm that a normal toaster is just the same as an LLM in this topic.
An LLM is as conscious as a toaster...