What is the Relationship between expected return and risk of corporate bonds?
If interest rates decrease, people have less alternatives to lend at higher rates. Thus people are willing to accept lower yields. Hence, bonds prices go up (and yields go down).

If the default risk increases, people want higher yields to make up for that risk. Hence, bonds prices go down (and yields go up).