If you're looking for the actual emails from a blocked sender, they are held in your folder for 30 days before being permanently deleted by Google. Block an email address in Gmail - Computer - Google Help
– Everyday users who want a quick, no-fuss way to stop unwanted individual senders.
When an email sender finds their emails blocked by Gmail globally, it is usually due to violating Google's Bulk Sender Guidelines.