Pencil lead like that usually contains some clay and plastic/resin, in addition to the graphite powder. So my guess would be it pops because the plastic gets far too hot and burns or just degrades, causing something like what happens when the filament of a real incandescent bulb is damaged.
I like this new MacGuyver better than the previous one.