| Artist | Hello Ninja |
| Director | Kevin J. James |
| Release date |
The video is a stylized performance piece rather than a plot-driven narrative. Hello Ninja appear in an intimate, low-key setting as the song's affectionate refrain provides the central mood. The visuals favor direct engagement with the camera, playful energy, and a personal homemade feel over elaborate storytelling. Its loose structure keeps the focus on the performers and the warm indie-pop character of "Fever (We Love You)," presenting the track as an uncomplicated expression of attachment and affection.