Because I have to work overtime, I will not be able to attend the party tonight. I sincerely hope you understand and do not hold it against me. Because of the unexpected increase in workload, my boss has assigned me additional tasks that require my immediate attention. Therefore, I must stay late to complete these tasks. Please accept my apologies in advance for any inconvenience this may cause.