The cognitive phenomenology thesis claims that “there is something it is like” to have cognitive states such as believing, desiring, hoping, attending, and so on. In support of this idea, Goldman claimed that the tip‐of‐the‐tongue phenomenon can be considered as a clear‐cut instance of nonsensory cognitive phenomenology. This paper reviews Goldman's proposal and assesses whether the tip‐of‐the‐tongue and other metacognitive feelings actually constitute an instance of cognitive phenomenology. The paper will show that psychological data cast doubt on the idea that the tip‐of‐the‐tongue and other metacognitive feelings are clear‐cut instances of cognitive phenomenology.