Yes and No,
You will get charged for storage, Elastic IP but not runtime cost of EC2, because instance is not running.
EC2 Instance Cost Factor | Charged After Stop |
---|---|
Instance RunTime Hour | 0$, No |
Instance Storage | Yes |
Instance Elastic IP | Yes |
See the details from AWS EC2 FAQ and EC2 Documentation