Theobromine is a bitter alkaloid found primarily in cacao plants and chocolate, acting as a mild stimulant that is chemically similar to caffeine but with a milder effect on the central nervous system. It is also known for its toxic effects on animals like dogs, as they metabolize theobromine more slowly than humans, leading to potential poisoning from chocolate ingestion.