Self-hosted runner regularly communicates with the control plane, and control plane also needs to keep track of job status, logs, job summaries, etc.

8h job is definitely more expensive to them than a 1 minute one, but I'd guess that the actual reason is that this way they earn more money, and dissuade users from using a third party service instead of their own runners.