It is shaping up as a cruel summer for debt investors wagering on a rebound in the oil and gas business.

Funds managed by Franklin Resources, Blackstone Group and Oaktree Capital Group, among others, are facing paper losses on substantial investments this year in exploration and production companies. The sector is coming under further pressure as oil prices have turned downward again, dropping below $46 a barrel in New York to a four-month low.