GPT Image 2 Prompt Guide for Viral Skyscraper Images

The viral Empire State Building proposal story created a very specific visual craving: tiny people, impossible height, New York skyline, wind, drama, and a scene that looks almost too cinematic to be real.

GPT Image 2 is a good model for this because it follows layout instructions well. But you still need to prompt it like a director, not like a search engine.

This guide gives you reusable prompt blocks for Oakgen's Image Generator. Use them for fictional skyscraper scenes, safe news-inspired images, thumbnails, posters, and social covers.

The prompt formula

Use this structure:

[Format] of [fictional subject] on [safe high-place setting],
[camera angle], [city/background], [lighting],
[emotion/action], [style], [safety/legal constraints].

Example:

Cinematic editorial photo of a fictional couple on a secure art-deco observation platform high above Manhattan, long telephoto angle from a nearby rooftop, dusk skyline below, wind moving their clothing, one person kneeling in a proposal pose, realistic magazine photography, no real people, no logos, not a news photo.

Camera angle prompts

Camera angle decides whether the image feels cheap or cinematic.

Use these:

• long telephoto shot from a neighboring rooftop
• wide aerial angle with huge city depth below
• low angle looking up at the spire, skyline behind
• drone-like establishing shot, fictional cinematic scene
• editorial news-magazine angle, not a surveillance photo

Avoid prompts like selfie from the tower or first-person climbing view. They push the model toward unsafe or gimmicky output.

Lighting prompts

The story works best at dusk because the city lights explain the drama.

Try:

blue hour dusk, warm windows below, light haze between skyscrapers, rim light on the subjects, realistic wind, high-altitude atmosphere

Or for a more viral thumbnail look:

golden sunset sky, bright rim light, dramatic clouds, high contrast, crisp subject silhouette, deep city shadows

Subject prompts

Keep the couple fictional. Do not ask for Angela Nikolau, Ivan Beerkus, or an exact recreation of their social images.

Good:

two fictional adults in dark formal streetwear, one kneeling with a small ring box, the other holding one hand to their face, emotional but tasteful

Better if you need more realism:

faces visible but not based on real people, natural proportions, realistic hands, believable clothing movement in the wind

Building prompts

If you say "Empire State Building" directly, you may get a useful landmark-like image, but you can also make the output feel more original by describing the design.

Try:

stylized art-deco New York skyscraper spire inspired by 1930s Manhattan architecture, steel antenna structure, observation-deck geometry, believable but fictional landmark

This keeps the visual language without making an exact copy of a news frame.

Banner and text prompts

GPT Image 2 is strong with text compared with older image models, but keep banner text short.

Good banner prompts:

a small white banner with short readable text: LOVE WINS

a red ribbon banner with no readable words, moving in the wind

For editorial safety, the no-text version is usually cleaner. If you need a headline, add it later in your design tool.

Four ready-to-paste prompts

1. Cinematic proposal scene

Cinematic fictional proposal scene high above Manhattan, two fictional adults on a secure art-deco observation platform near a tall spire, one kneeling with a ring box, the other reacting emotionally, long telephoto shot from a nearby rooftop, blue hour dusk, warm city windows below, wind, realistic scale, magazine photography, no real people, no logos, not a news photo, no unsafe climbing instructions.

2. Viral Reel cover

Vertical 9:16 social media cover, fictional couple proposal on a dramatic New York-style skyscraper spire, huge city depth below, golden dusk, strong silhouette, clean empty sky at top for text overlay, cinematic, high contrast, not a real event photo, no watermark.

3. Blog hero

Wide 16:9 editorial blog hero about AI recreations of viral news scenes, fictional art-deco skyscraper spire above Manhattan, tiny proposal silhouette, atmospheric haze, premium digital photography, clean negative space, no real people, no logos, no text.

4. Poster version

Movie poster style image, fictional romantic proposal at the top of a towering New York skyscraper, city lights far below, wind-swept clothing, dramatic sky, elegant composition, realistic but slightly stylized, no real faces, no recognizable news photo, no text.

Troubleshooting

Use it in Oakgen

Open GPT Image 2 in Oakgen, paste one prompt, generate multiple versions, then make one small change at a time. Change the camera angle first, then lighting, then subject emotion.

Related guides

Start with the full tutorial: How to recreate the viral Empire State Building proposal with AI. For safer publishing, read news-inspired AI images without copying.