If AWS EC2 is in STOPPED state, Will it be able to respond to any SQS message?

Here EC2 AMI is already configured to respond to particular message.


No,

The role of an SQS consumer is to pull messages in the queue, if the application is installed in a non-running EC2, of course it cannot perform the reading of messages from the queue.