Key Findings
- No item side effects + strongest muscle:
muscular athlete(★★★, no barbells or props) - Absolute maximum muscle mass:
muscular powerlifter(★★★★, but barbells appear) ripped/jacked/shredded/buffand other muscle adjectives have zero effect on femalesheavyweight/hulkingadd fat, not musclewrestler/bodybuilderalso have zero effect on females
What This Article Covers
In the Body Type Prompt Guide, we found that muscular had a strong muscle effect (★★★) but caused identity collapse. The Male Muscle Descriptor Test showed heavyweight > bodybuilder as the most effective keywords.
But do these keywords work the same way for female subjects? Are there even stronger muscle-inducing keywords? And can we find ones that don’t bring unwanted props like barbells? We tested this in three phases.
Experiment Setup
| Parameter | Value |
|---|---|
| Model | z-image-turbo |
| Steps | 8 |
| CFG | 1.0 |
| Size | 1024×1024 |
| Seeds | 3 fixed (same as body type test) |
Base Prompt
Same base prompt and seeds as the Body Type Prompt Guide. See that article for the control condition and muscular baseline.
Phase 1: Occupation Keywords (7 Conditions)
bodybuilder
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ Nearly identical to control — slim physique with no visible muscle increase across all 3 seeds. Seed 2 shows a sarong/wrap skirt side effect. Despite being effective for male subjects, this keyword has no muscle effect on female subjects.
wrestler
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ No body type change. Seed 2 transforms into a Japanese magazine layout with text, seed 3 adds floral illustrations to the background. The word wrestler is interpreted as a media/publication context rather than a body type modifier.
pro wrestler
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ Same pattern as wrestler. Magazine layout on seed 2, illustrated background on seed 3. Adding pro provides no muscle benefit.
heavyweight
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ (Fat direction: ★★☆) Increases body mass as fat, not muscle. All 3 seeds show a fuller, chubby-equivalent body type. Seed 2 adds a lace dress, seed 3 shows an illustrated background. For male subjects this keyword produced muscle; for female subjects it’s interpreted as weight gain (fat).
powerlifter
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★★ The only keyword out of 7 that produced clear muscle increase across all 3 seeds. Deltoid and bicep bulging, visible abdominal separation, and quadriceps enlargement were consistently observed. Side effects include barbell appearance and pose changes (squat/deadlift positions), but Asian facial features are maintained with minimal identity collapse.
buff
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ No difference from control. Seed 1 adds a houseplant, seed 2 shows a newspaper-style background.
amazonian
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ No body type change. Seed 2 becomes a magazine layout, seed 3 adds tropical plant illustrations. The concept of “amazonian” is pulled toward botanical/nature imagery rather than physique.
Phase 1 Summary
| Condition | Muscle Effect | Side Effects | Rating |
|---|---|---|---|
| powerlifter | ★★★ | Barbell, pose change | ◎ Only effective keyword |
| heavyweight | ☆☆☆ (fat ★★☆) | Weight gain, outfit change | × Not for muscle |
| bodybuilder | ☆☆☆ | Outfit change | × |
| wrestler | ☆☆☆ | Magazine layout, illustrations | × |
| pro wrestler | ☆☆☆ | Magazine layout, illustrations | × |
| buff | ☆☆☆ | Houseplant, newspaper bg | × |
| amazonian | ☆☆☆ | Plant illustrations | × |
Out of 7 conditions, only powerlifter had any muscle effect on the body.
Phase 2: Adjectives & Context Keywords (8 Conditions)
Phase 1 focused on occupation keywords. Here we test muscle adjectives and context words that shouldn’t trigger specific equipment items.
ripped
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ Same slim physique as control. No muscle increase in any seed. Sarong side effect on seed 2.
jacked
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ No body type change. Mesh cover-up side effect on seed 2.
shredded
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ No body type change. Sarong on seed 2.
brawny
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ No body type change. Textile pillar background on seed 2.
hulking
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ (Fat direction: ★★★) Like heavyweight, adds fat rather than muscle. All 3 seeds show a chubby-to-fat body type. Sarong on seed 2, floral illustrations on seed 3.
MMA fighter
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ☆☆☆ Body stays slim. However, all 3 seeds show an octagon (chain-link cage) and MMA gloves. An occupation keyword, but interpreted as “environment + equipment” rather than “physique.”
muscular athlete
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★★ All 3 seeds show visible ab separation, deltoid and quad enlargement. No barbells, gloves, or other item side effects. Bikini shifts to a sports bikini style, and high heels appear, but backgrounds are clean and compositions are stable. Seed 2 shows identity collapse (skin tone change).
flexing muscles
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★☆ All 3 seeds change to a double bicep flex pose. Bicep bulging is visible but ab and leg muscle mass is modest. No items appear but the pose becomes locked. Text artifacts on seed 2.
Phase 2 Summary
| Condition | Muscle Effect | Item Side Effects | Other Side Effects |
|---|---|---|---|
| muscular athlete | ★★★ | None | High heels, seed-dependent ID collapse |
| flexing muscles | ★★☆ | None | Locked flex pose, text |
| hulking | ☆☆☆ (fat ★★★) | None | Weight gain |
| MMA fighter | ☆☆☆ | Gloves + cage | Environment change |
| ripped / jacked / shredded / brawny | ☆☆☆ | None | Outfit changes only |
English muscle slang (ripped, jacked, shredded, brawny) has zero effect on female subjects. Only muscular athlete is effective, and it produces no item side effects.
Phase 3: Combination Testing (4 Conditions)
Building on Phase 1’s winner, we combined powerlifter with muscular (previously verified as effective) and tested additional reinforcement strategies.
muscular powerlifter
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★★★ Noticeably more muscle than powerlifter alone. All 3 seeds show massive deltoids and biceps, clearly defined 8-pack abs, and quadriceps with visible vascularity. Barbell side effect persists, but identity remains stable as Asian.
extremely muscular
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★☆ Slightly more than muscular alone. More visible ab separation and leg muscle on seed 2 (shown in 3-angle composition). However, this doesn’t reach the level of powerlifter alone. The extremely intensifier has moderate effect at best.
muscular powerlifter, huge muscles
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★★★★ Maximum muscle mass of all conditions tested. Exceeds muscular powerlifter with even more pronounced muscle fiber detail in the quads, deeper ab cuts, and broader shoulders. However, seed 3 shows composition breakdown with two barbells appearing simultaneously. Seed 2 has text artifacts. This trades stability for maximum muscle mass.
muscular, thick arms, thick thighs, six pack abs
| seed 1 | seed 2 | seed 3 |
|---|---|---|
![]() | ![]() | ![]() |
Muscle effect: ★★☆ Similar to muscular alone. Only seed 3 showed clear ab separation and quad enlargement. Seed 2 had identity collapse (skin tone change) and outfit changes. Specific body part descriptions are far less effective than occupational keywords like powerlifter, while consuming many more tokens.
Phase 3 Summary
| Condition | Muscle Effect | Stability | Item Side Effects |
|---|---|---|---|
| muscular powerlifter, huge muscles | ★★★★★ | Unstable | Double barbell, composition break |
| muscular powerlifter | ★★★★ | Stable | Barbell, pose change |
| extremely muscular | ★★☆ | Stable | None |
| muscular + body part specs | ★★☆ | Unstable | None (ID collapse) |
Practical Recommendations
Maximum Muscle Without Item Side Effects
No barbells, gloves, or other props. ★★★ muscle mass with the best balance of effect and cleanliness. High heels may appear, but outfits, backgrounds, and poses stay minimal.
Absolute Maximum Muscle (Barbells Accepted)
★★★★ muscle mass. Barbells and pose changes will occur, but muscle mass far exceeds muscular athlete.
Pushing the Limit (Composition Risk)
★★★★★ muscle mass but risks composition breakdown (double barbells, etc.). Generate multiple images and pick the best.
What NOT to Do
- Muscle adjectives don’t work for females —
ripped/jacked/shredded/buff/brawnyall had zero effect bodybuilderdoesn’t work for females — effective for males but zero muscle effect on female subjects- Don’t use
wrestler/pro wrestler— interpreted as magazine layouts, not body types - Don’t use
heavyweight/hulkingfor muscle — produces fat gain on female subjects MMA fighterdoesn’t add muscle — just adds gloves and a cage- Intensifiers like
extremelyare weak — combining withathleteorpowerlifteris far more effective - Body part specifications are inefficient —
thick arms, six pack absetc. consume tokens with little return
Note: Occupation words consistently outperform adjectives throughout body type control testing.
powerliftersummons the whole “environment” including barbells, whileathleteisn’t tied to specific equipment, keeping side effects minimal. Choose between them based on whether prop appearance is acceptable.

























































![[Experiment] Complete Body Type Prompt Guide | 24 Conditions, 72 Images from slim to bbw](/tips/body-type-control-test/d01_curvy_s1_0_0000_2053695854357871006.webp)
![[Experiment] Prompts for Muscular Male Bodies | 9 Conditions, 27 Images](/tips/male-muscle-descriptor-test/a04_bodybuilder_s1_0_0000_7662393931790150590.webp)
![[Verified] Image Generation Prompt Best Practices](/tips/prompt-best-practices/cover_0_0000_4517457392071889496.webp)


