Would be very surprised if it's not backed by AWS HSM. About 2 years ago I believe AWS KMS-->HSM was leveraging SafeNet's Luna HSM.
Secrets Manager is very likely backed by KMS which appears to use a KMS-specific HSM module (judging by https://csrc.nist.gov/csrc/media/projects/cryptographic-modu...)