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You're both right - your choices effect the chemicals your brain creates.
Choose to focus your thoughts on love, charity, kindness, affection, accomplishments, satisfaction, abundance, generosity, gratitude, appreciation, beauty & positivity on a consistent basis and your brain will begin to create more of chemicals like dopamine and serotonin - which make you feel happier.