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Explain how photosynthesis works.
Explain how photosynthesis works. Give a very brief summary response, without preamble.
explain
Explain the theory of evolution.
Explain the theory of evolution. Give a very brief summary response, without preamble.
explain
Explain how the internet works.
Explain how the internet works. Give a very brief summary response, without preamble.
explain
Explain the water cycle.
Explain the water cycle. Give a very brief summary response, without preamble.
explain
Explain how vaccines work.
Explain how vaccines work. Give a very brief summary response, without preamble.
explain
Explain quantum mechanics.
Explain quantum mechanics. Give a very brief summary response, without preamble.
explain
Explain the causes of climate change.
Explain the causes of climate change. Give a very brief summary response, without preamble.
explain
Explain how airplanes fly.
Explain how airplanes fly. Give a very brief summary response, without preamble.
explain
Explain the process of digestion.
Explain the process of digestion. Give a very brief summary response, without preamble.
explain
Explain how computers work.
Explain how computers work. Give a very brief summary response, without preamble.
explain
Explain the theory of relativity.
Explain the theory of relativity. Give a very brief summary response, without preamble.
explain
Explain how the human brain works.
Explain how the human brain works. Give a very brief summary response, without preamble.
explain
Explain the stock market.
Explain the stock market. Give a very brief summary response, without preamble.
explain
Explain how democracy works.
Explain how democracy works. Give a very brief summary response, without preamble.
explain
Explain the causes of the American Civil War.
Explain the causes of the American Civil War. Give a very brief summary response, without preamble.
explain
Explain the greenhouse effect.
Explain the greenhouse effect. Give a very brief summary response, without preamble.
explain
Explain how DNA replication works.
Explain how DNA replication works. Give a very brief summary response, without preamble.
explain
Explain the concept of supply and demand.
Explain the concept of supply and demand. Give a very brief summary response, without preamble.
explain
Explain the process of natural selection.
Explain the process of natural selection. Give a very brief summary response, without preamble.
explain
Explain how blockchain technology works.
Explain how blockchain technology works. Give a very brief summary response, without preamble.
explain
Explain the water purification process.
Explain the water purification process. Give a very brief summary response, without preamble.
explain
Explain the nitrogen cycle.
Explain the nitrogen cycle. Give a very brief summary response, without preamble.
explain
Explain how nuclear power plants work.
Explain how nuclear power plants work. Give a very brief summary response, without preamble.
explain
Explain the concept of artificial intelligence.
Explain the concept of artificial intelligence. Give a very brief summary response, without preamble.
explain
Explain the process of photosynthesis in detail.
Explain the process of photosynthesis in detail. Give a very brief summary response, without preamble.
explain
Explain the theory of plate tectonics.
Explain the theory of plate tectonics. Give a very brief summary response, without preamble.
explain
Explain how the immune system works.
Explain how the immune system works. Give a very brief summary response, without preamble.
explain
Explain the Big Bang theory.
Explain the Big Bang theory. Give a very brief summary response, without preamble.
explain
Explain how machine learning works.
Explain how machine learning works. Give a very brief summary response, without preamble.
explain
Explain the carbon cycle.
Explain the carbon cycle. Give a very brief summary response, without preamble.
explain
Explain how satellites stay in orbit.
Explain how satellites stay in orbit. Give a very brief summary response, without preamble.
explain
Explain the process of cellular respiration.
Explain the process of cellular respiration. Give a very brief summary response, without preamble.
explain
Explain the electoral college system.
Explain the electoral college system. Give a very brief summary response, without preamble.
explain
Explain how hurricanes form.
Explain how hurricanes form. Give a very brief summary response, without preamble.
explain
Explain the concept of entropy.
Explain the concept of entropy. Give a very brief summary response, without preamble.
explain
Explain how GPS technology works.
Explain how GPS technology works. Give a very brief summary response, without preamble.
explain
Explain the process of protein folding.
Explain the process of protein folding. Give a very brief summary response, without preamble.
explain
Explain the Doppler effect.
Explain the Doppler effect. Give a very brief summary response, without preamble.
explain
Explain how antibiotics work.
Explain how antibiotics work. Give a very brief summary response, without preamble.
explain
Explain the concept of dark matter.
Explain the concept of dark matter. Give a very brief summary response, without preamble.
explain
Explain how batteries store energy.
Explain how batteries store energy. Give a very brief summary response, without preamble.
explain
Explain the process of meiosis.
Explain the process of meiosis. Give a very brief summary response, without preamble.
explain
Explain how search engines work.
Explain how search engines work. Give a very brief summary response, without preamble.
explain
Explain the concept of cognitive dissonance.
Explain the concept of cognitive dissonance. Give a very brief summary response, without preamble.
explain
Explain how vaccines prevent disease.
Explain how vaccines prevent disease. Give a very brief summary response, without preamble.
explain
Describe the events of World War II.
Describe the events of World War II. Give a very brief summary response, without preamble.
describe
Describe the history of ancient Rome.
Describe the history of ancient Rome. Give a very brief summary response, without preamble.
describe
Describe the Renaissance period.
Describe the Renaissance period. Give a very brief summary response, without preamble.
describe
Describe the structure of the solar system.
Describe the structure of the solar system. Give a very brief summary response, without preamble.
describe
Describe the process of making a film.
Describe the process of making a film. Give a very brief summary response, without preamble.
describe
Describe the layers of the Earth.
Describe the layers of the Earth. Give a very brief summary response, without preamble.
describe
Describe the human respiratory system.
Describe the human respiratory system. Give a very brief summary response, without preamble.
describe
Describe the culture of ancient Egypt.
Describe the culture of ancient Egypt. Give a very brief summary response, without preamble.
describe
Describe the industrial revolution.
Describe the industrial revolution. Give a very brief summary response, without preamble.
describe
Describe the life cycle of a butterfly.
Describe the life cycle of a butterfly. Give a very brief summary response, without preamble.
describe
Describe the French Revolution.
Describe the French Revolution. Give a very brief summary response, without preamble.
describe
Describe the nervous system.
Describe the nervous system. Give a very brief summary response, without preamble.
describe
Describe the Great Depression.
Describe the Great Depression. Give a very brief summary response, without preamble.
describe
Describe the circulatory system.
Describe the circulatory system. Give a very brief summary response, without preamble.
describe
Describe the Cold War.
Describe the Cold War. Give a very brief summary response, without preamble.
describe
Describe the Protestant Reformation.
Describe the Protestant Reformation. Give a very brief summary response, without preamble.
describe
Describe the digestive system.
Describe the digestive system. Give a very brief summary response, without preamble.
describe
Describe the Enlightenment period.
Describe the Enlightenment period. Give a very brief summary response, without preamble.
describe
Describe the muscular system.
Describe the muscular system. Give a very brief summary response, without preamble.
describe
Describe the Age of Industrialization.
Describe the Age of Industrialization. Give a very brief summary response, without preamble.
describe
Describe the skeletal system.
Describe the skeletal system. Give a very brief summary response, without preamble.
describe
Describe the Victorian era.
Describe the Victorian era. Give a very brief summary response, without preamble.
describe
Describe the endocrine system.
Describe the endocrine system. Give a very brief summary response, without preamble.
describe
Describe the Space Race.
Describe the Space Race. Give a very brief summary response, without preamble.
describe
Describe the lymphatic system.
Describe the lymphatic system. Give a very brief summary response, without preamble.
describe
Describe ancient Greek civilization.
Describe ancient Greek civilization. Give a very brief summary response, without preamble.
describe
Describe the reproductive system.
Describe the reproductive system. Give a very brief summary response, without preamble.
describe
Describe the Silk Road trade routes.
Describe the Silk Road trade routes. Give a very brief summary response, without preamble.
describe
Describe the integumentary system.
Describe the integumentary system. Give a very brief summary response, without preamble.
describe
Describe the Scientific Revolution.
Describe the Scientific Revolution. Give a very brief summary response, without preamble.
describe
Describe the urinary system.
Describe the urinary system. Give a very brief summary response, without preamble.
describe
Describe the Harlem Renaissance.
Describe the Harlem Renaissance. Give a very brief summary response, without preamble.
describe
Describe the immune system in detail.
Describe the immune system in detail. Give a very brief summary response, without preamble.
describe
Describe the Progressive Era.
Describe the Progressive Era. Give a very brief summary response, without preamble.
describe
Describe the cardiovascular system.
Describe the cardiovascular system. Give a very brief summary response, without preamble.
describe
Describe the Roaring Twenties.
Describe the Roaring Twenties. Give a very brief summary response, without preamble.
describe
Describe the respiratory system in detail.
Describe the respiratory system in detail. Give a very brief summary response, without preamble.
describe
Describe the Ming Dynasty.
Describe the Ming Dynasty. Give a very brief summary response, without preamble.
describe
Describe the excretory system.
Describe the excretory system. Give a very brief summary response, without preamble.
describe
Describe the Byzantine Empire.
Describe the Byzantine Empire. Give a very brief summary response, without preamble.
describe
Why did the Roman Empire fall?
Why did the Roman Empire fall? Give a very brief summary response, without preamble.
why
Why do seasons change?
Why do seasons change? Give a very brief summary response, without preamble.
why
Why is the sky blue?
Why is the sky blue? Give a very brief summary response, without preamble.
why
Why do we dream?
Why do we dream? Give a very brief summary response, without preamble.
why
Why did World War I start?
Why did World War I start? Give a very brief summary response, without preamble.
why
Why is biodiversity important?
Why is biodiversity important? Give a very brief summary response, without preamble.
why
Why do languages evolve?
Why do languages evolve? Give a very brief summary response, without preamble.
why
Why do civilizations rise and fall?
Why do civilizations rise and fall? Give a very brief summary response, without preamble.
why
Why is the ocean salty?
Why is the ocean salty? Give a very brief summary response, without preamble.
why
Why do people migrate?
Why do people migrate? Give a very brief summary response, without preamble.
why
Why do stars twinkle?
Why do stars twinkle? Give a very brief summary response, without preamble.
why
Why is sleep important?
Why is sleep important? Give a very brief summary response, without preamble.
why
Why do leaves change color in fall?
Why do leaves change color in fall? Give a very brief summary response, without preamble.
why
Why is the ocean important to Earth's climate?
Why is the ocean important to Earth's climate? Give a very brief summary response, without preamble.
why
Why do magnets work?
Why do magnets work? Give a very brief summary response, without preamble.
why
End of preview. Expand in Data Studio

Long-Eliciting Prompts

408 prompts designed to elicit long responses from language models. Used for behavioural evaluation of response-length steering in LLMs.

Splits

Split Size Description
all 408 Full dataset
behaviour 300 Used to estimate model behaviour
direction 108 Used to estimate the steering direction

Columns

  • instruction — the prompt
  • instruction_with_suffix — prompt appended with the brevity-inducal suffix: " Give a very brief summary response, without preamble."
  • category — prompt category (e.g. explain, describe, why, how_to, compare_contrast, discuss, analyze, essay, what_if, multiple_perspectives, historical_narrative, process_overview, what_complex)

Paper

This dataset was created for:

@inproceedings{
glass2026does,
title={Does Downstream Fine-Tuning Undo Embedded Activation Steering?},
author={Philipp E. Glass and Allan Tucker and Yongmin Li and Alina Miron},
booktitle={ICLR 2026 Workshop on Representational Alignment (Re{	extasciicircum}4-Align)},
year={2026},
url={https://openreview.net/forum?id=LSMDZuQvWc}
}
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