Error code from `web3.eth.getTransactionReceipt`

Question

I have code structure like this.

try {
    await web3.eth.getTransactionReceipt(hash);
} catch (e) {
    console.log(e.message);
    console.log(e.code);
    console.log(e);
}

When the hash is 123, for example, an error is thrown. However in my browser devtools I can see that in the network response there is error code and error message. The error code appears to vanish in between. How can I get this error code?

P.S. The output of console.logs is like this:

Returned error: invalid 1st argument: transaction_hash value was not valid hexadecimal
undefined
Error: Returned error: invalid 1st argument: transaction_hash value was not valid hexadecimal
    at Object.ErrorResponse (web3.min.js:22:1)
    at eval (web3.min.js:22:1)
    at eval (web3.min.js:33:1)