Not a dumb question friend! Your anger problems may very well be a symptom of an underlying condition that does have similar treatments, such as an anxiety disorder.

But as dillpickle mentioned, a mood stabilizer may be in order. According to research by Harvard University Health Publications "A number of medications are known to reduce aggression and prevent rage outbursts, including antidepressants (namely selective serotonin reuptake inhibitors, or SSRIs), mood stabilizers (lithium and anticonvulsants), and antipsychotic drugs. In one study, impulsively aggressive patients who took the SSRI fluoxetine (Prozac) showed increased activity in the prefrontal cortex."