Instead of manually deleting the logs, you can control the number of logs as well as the size by adding in the following VM Advanced Settings to the VM:
limit-log-number
limit-log-size
For more details, please refer to the vSphere Security Hardening Guide http://blogs.vmware.com/security/2013/02/vsphere-5-1-hardening-guide-draft-now-available.html